{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pydicom\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "from HDF5DatasetWriter import HDF5DatasetWriter\n",
    "from HDF5DatasetGenerator import HDF5DatasetGenerator\n",
    "from utils import *\n",
    "from tqdm import tqdm\n",
    "import cv2\n",
    "from skimage import io\n",
    "from Unet import *\n",
    "from keras.callbacks import EarlyStopping, ModelCheckpoint, LearningRateScheduler, TensorBoard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "i = 1\n",
    "data_path = './3Dircadb/3Dircadb1.%d/PATIENT_DICOM'%i\n",
    "image_slices = [pydicom.dcmread(data_path + '/' + s) for s in os.listdir(data_path)]\n",
    "image_slices.sort(key = lambda x: int(x.InstanceNumber))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "129"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(image_slices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(512, 512)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_slices[0].pixel_array.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "#所以输入的image_slices，形状为（129,512,512）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "#image = np.stack([s.pixel_array for s in image_slices])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(129, 39)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(image_slices).shape\n",
    "#此时里面的元素未被解析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x29000952278>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DWs6bLdGk8iGUeuN9hH2BFRMuPl+nluuxOPDc+YsDdv/kJtvfPULuP06rhsnJ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j8TTfVqBW0emKdBx51MEsv9NX/2/f+EB90u/8eDj/DG8QFtG0m96nrEace1xYrPfvVZ1ZCYJei1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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image_slices[0].pixel_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#type(scans[0].pixel_array)\n",
    "#Out[15]: numpy.ndarray\n",
    "#scans[0].pixel_array.shape\n",
    "#Out[16]: (512, 512)\n",
    "# image.shape: (129,512,512)\n",
    "image = np.stack([s.pixel_array for s in image_slices])\n",
    "# Convert to int16 (from sometimes int16), \n",
    "# should be possible as values should always be low enough (<32k)\n",
    "image = image.astype(np.int16)\n",
    "\n",
    "# Set outside-of-scan pixels to 1\n",
    "# The intercept is usually -1024, so air is approximately 0\n",
    "image[image == -2000] = 0\n",
    "    \n",
    "# Convert to Hounsfield units (HU)\n",
    "intercept = image_slices[0].RescaleIntercept\n",
    "slope = image_slices[0].RescaleSlope\n",
    "    \n",
    "if slope != 1:\n",
    "    image = slope * image.astype(np.float64)\n",
    "    image = image.astype(np.int16)\n",
    "        \n",
    "image += np.int16(intercept)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "del image_slices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(129, 512, 512)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x290007f3f98>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DWs6bLdGk8iGUeuN9hH2BFRMuPl+nluuxOPDc+YsDdv/kJtvfPULuP06rhsnJ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j8TTfVqBW0emKdBx51MEsv9NX/2/f+EB90u/8eDj/DG8QFtG0m96nrEace1xYrPfvVZ1ZCYJei1\nq7qOQ9Ey+F5AhupgANmG0hzIM0jOLwmmdC2iqVLF2caGLhdvcdw5LXyHepz3un1XwyAi14HWjMIc\n+DEUUPxF4I8CPwv8KeDv2Ud+zv7/FXv/H+WcH89smac81OSPVlDn0ttACRY7Fu/AxVVt8hEYhFvN\nuiavOXBXG2z1gSyBJEYy6aQULsk2IGth0wvvZNhbbmhbja1zCpydz1lva0Re4M2dfT6+/1XCBxKf\nvPsC5/eXpIlSqcP2XWW6pgUQbeJL0pj6El4y8nRUsQoFTUcUZScCiRcSOWfCvFYHXXOdeOmFe/zb\nN3+dv/r5P0RKQlpVXLSaZei2FXGimoKVSZf3WVjMtszrji4Fztua7abW1Usy2RrkBpOjv7iY0XaR\npotcX16wmDTMY8uy2rJbbUkI+/Wa0+mcKvTs1lvm1ZLTesbdBwes7i/5m82P8JPf88t8fvkMv/iV\n95OC4h25iZca0XrLwtCIUqxLOm9ws8s9gBI+FnagWEaos/RnGD6rWQ7FYT5w4x7/0pWv8/fvf5iH\n6wVnG5VXE8mEmJhOWz5w7R0+8/ozhNNKsZBm8GJUWcwMU1EkM2zIjYAJvxSuha343SIPtUG2yBXA\n3Z57HodaeTAwOsal9FR9r5t8tzkrIt+Hgole5/h3cs5/WUReRI3CFeCfA/9eznkrIjPgbwHfj3oK\nfzzn/Oq/6Dv25Er+mHwCgNf+299XUm/vzvOWG2K/x0U4l4wClIrBuJZynPKeWfLQjGmwJqnm7pfx\nIVSa3AQ+QiYsOu7cesijiwWnZ3N9GFEJWbN5w958ww9df42PLL/FPz15hd94+1mO39ornbFADZxj\nD6kazqeM4mQhwXSY9HpNmX5mA7eysMjBqs4aqK6H/H2aZl1RZ4k/+bFPclhd8DOv/V6OTxekFOjP\napgk3v/825y3E843U5q24iO37/LN00P6FLi9c8q6UzzgaDPnbDVTAti2pj+vTGXJzr/WPhX1tOPO\ntUcczlbMY8uXjm5wOFvz0u597swectLP2aSaWnrubffYpsin33yW7WbCcrkhSObp/RM+evAGn3p4\nh1ffukZ+OKVaWZzfc4kq3c/Uu4xbitF3l7y0g/esVxrGUJpYk5kqa7xv4+DKrRN+7JmvsO5rvnVx\nhXVX89qDK6Q+KAmuFyRmYtXzI3de5Z+8+hLd6US9DRnGUyFAZRmEdbyIy4Bjbz5bakactenqU8JA\ngnKjxuA1wUAMdNGicXr3zl8YqNC/kP/up3POP/Avmou+fVePIef8OXSSv/v1V4Ef/A6vb4A/9jhf\n/h2/bwSkgU/4oXw5M9xEf2HM//fmoU728Js3rkvwwVM6O9lb3tIrB48tGXLX2Hmc1XwjX+PGtVP2\n91YcHy9JZxUy61nnKX0f+K36Nve2e/zR67/BJw6+wM9d+yi/9tod+vOKcBHJUVeDdteYfvnywJDk\nqtIyuJiGMdQXKs/Wz1E25P/N3rsHXZZd9WG/tfc5576+d7+m59nz1uiBDKgkBGViG+wII2NVxeUH\ndkJcJBhXXi6H2GCIiSGu+JEUqUClcBwSg1MlTJQ4cTA26EEAMyMhBCJIoxmN5t3q6Z7ur/t73Oc5\nZ++dP9Zj79sjwYw0PfRIs6u+6v7ud++557H32mv91m/9lt6XYUDsCPURexb9RCbJVo9vf8unsIw1\n/ulT78RsMUAz6DGfDlBttQi9w4WjLThK6HqPnY05jtoh5qsGt2weo3IBEQ0uHW8wMC+Zhdg5u5/U\nk6klIwExOFyZj7E9WGDiW5wZT9H4HgPX48EhR5zPtKfwxOIMHpq8gG0/h6eEzx6cQu0iLh9P8MSl\nU7i2HOHtJy7g3MZV/ObmHTh8Zic3ftFn30slZtJdlQyE01BNmab63EMNywiRevWjAFdFPHj7JTy0\ndRHPzvcw7xscLEe4eHXLMiuq+uVcwumdKf7Ns/egP65RivCqUK5bejaaQXEGOa+yh4kS48QLdl0G\nQy001h81euoNRZ64hpsVobOSur7UcdMwH3VQhDEaYw2gR2Z3lTlZsfjUFTcJhSEI+X0aolDIOIOB\nl3JziYS+3BN8BPoB1hmHuqkHQppWeBFbuP3MNXSbHjMMuagIEctugPO0jcPVED+b3ok7Rtfw9q3z\nuP+tL+JDLzyICy/swh3U7Ea2bAB099BsQqqkOY1KlBWuYtBmtno+skvRsoJrCd1msrZ+uw/t49+/\n5xE8tzqBX3ruTTjY3wB6QjsI2NheoG0rxMhpxKbpUVUBnhLGVYs7dg7wlu0X8Ox8D13wmAxaztX3\njklNlBgEdVRMWhaKJRdR+8jNfSjiwnQLB0djfJJuwy8O34TJoEWrhVrubmwOVqhdQBc8ll3FArO9\nw4XpHq4eT7A9WeDkxgw4BxxcnYCOK/ilszS2UYZJMBp55qXegr4vevak4iBC9SvcZofNzSXefubz\nODs8wscun8MqeNQuWnu40CvBhH8fDDsMqh7d5RFffrGrayMg1o1MwFDmkXgMQOYhJJ/nbPQJqCRr\nUqQvrXZEeQkCwCKpwA8ZEUt5G/HLXNm/byjxWowylHj6v3m3CXcAMKBOU5hrQqxSbVmmnEo309zI\nVOAWQBbhiAVQUwI6TgU4YG6mNY2FvN8n+O0WZ/aOsOwqHBxOWC05Evykw2DQgQhoqh674wW+bu95\nDFyPk/UxfnX/fnz6hbNorw7hFg6u56o/ALnwqsrek6oPI2GtUEzPVdWCY5VAty5x5+mrODs+wtNH\ne7hyuAEAaK8N8yqR2gdEwvjEHF5ozI4S3nLqIioX8NjVM+h6j8WqRreq8k6p3JFAZiBi8Kjqnuss\nEpCCQ1p6pvaKt2cNV8S91vtItgjE89ns0Yw7c9sB8U4AVIOAEztTTJcDzC9s5Ka16rkoEk/gLJN0\nuK5m7EVpCzxN5cID47NTfMfdv4t7hy/ifzv/LuzPxgjBoakCZosG3axhEJJgIcTGzhyDKuDKhW34\nwwpxHI3KT2UqUndsXcSSrfALMrl8Gy6HxgDPZ62mtHUg6XfbRJDD6tLogDRtD9z9AzcolHitRzUn\n4wCoC8gdqXgRmxCrst4olw7oxHDSa6EEeUzQ0yepROM7yqSfJDz6fB6csQBiTfzgKVnBksqvheMa\nl9I2Tu4ec1cmXby9wzI28FVAjITL0eE3053YbpZwFPEtJx/DO3aew69cvh9PPH8GYSpbQ5RNp+hm\nFWuRi3O8JaoQBxEEb4iIVcJwd4m9yQJ/9s7fwiePb8enr9yCo+Mx+pUHzSvppiWHTeDUaOfQdR47\nkwU26hb3b13GyLf454+9HWFWAz3rTSp3Aj5x3wifQCuPTpWse0LwlYUSNO7hNzuEWOeFouXMkdgT\niyQ1Abxgq0PHhnjeoD1JGO8usJgNxDuS9GnvcDAdMTdCXWoF7jqgjEHdij04VKxRsEazF5Ay1QHf\nfMeTGLgeP3fhHThcDLFc1vA+4XjGJeNUc4ikLfh8E3DnzgE+8/wtHFqOI7TITbNEtHS8siI4I6HU\n9QVZWpLnq1Y/ImdMLPyBlXiX9RwWdsrtVEIW1wel8has//8VjpvOMNzxow/jmf/63bwoNDOgTWQd\n1spyLZ1Z6CQmlxDGSeTI172hMhZTKx59/o6Sbq2doSgidymyHQASKzrg4gBXwMDjvHdIcNySzSfu\nlRiYD/Bi2MByXOHMeIpPHt+JkW/x9XvP4dzmPj742EOIXWPEHJJYM/mEeuYYFAVZTJoc0J/s0Gy0\nOLNzjFsmRzhcjXC4GuKffO5dmB0PuWX9rJJMRYIqUAHgiZ643BqJsGhrnBrN8N7dT+LvP/0ehKMG\nCoCpkdUf6h1STEhVFGafnNNICE0LBywbhFE0GTZr/qrbW0/wC2cL2y9EDFg8BzetMAe3hqc6Aj0h\nSTy4mleoDj3bFu172eZsAiQETWrAeifuvbjdIoMWa+C+ey+icT1++dIDOF416KNDVTGRzVHipjKC\nV6B3IB+xtTnH8wc7wP6AO3o30RY+BbJqU8UDdEOhnnIRnTUz4pDRdELF41jT/1RKfcPpy0hFaTjW\n06/MCs51Oud+8JVpMJTjpjMMAGyH0vQTgAw+VqnADzIKy6Ch7Pry4AmMQchb0Y+ETquHFW/EQg41\nCF1eRJpOwgBcp6C7ohiLMI6gqw3cHUucPnmEy/ubiEl0IjuHEIAoE+dozqBeu+2x0yww8wOcGRzh\nu97+UXzgqT+E2flNPq5iJsQ3w7dkoVEccP3+t33Np7AKFZ6Z7uGTz9+OGLlQqTsYACQ0arWDTrwF\nlU9vIjfBBRATYXu0xJnREd7e7FvIwPc6IgzJeBRRJisSmHC1zAStIGi7el7VIatPV0tCqx6D6ghU\nfN+CnGeoJO04YOaoWzhUV2prNksOJvOm6Ls2Xol1EtGagMHWCu2iBo5rUOfgFgAiCdFJbmfPOAPt\nLfGNJ5/CLzz/FhzNhvA+ou8dS/31TPKKK3axSEKgra0F9sYLfO7JW9hDTGB+QiL2Qhx7KtzJTLzU\n3jGrcU4c4qZkXdOy2E8m5sEL1qXYGCULKy3LooYH4jVB3utgYcRLKYWvbHwZuOWNG66jgtDDplSV\nkli9V7yD8gYF5NZgTnd6QIupWBeSPQJVBrLCJfBxVC9hzQWLWpwklFbdCQq15zSImM+G2BkucNvp\nAwFLExfe9GSuKMAL8fOH27gw44KsaRjAU8RfuPcTzKeXVGQ/TlYgY4vBcBDgqeMT+K1Lt+Opz92C\nbsrFTZ2kzKojnwutimEpU+k5QUuPMKvx4tEG7hldwdlqA19/4jm7H9rKXatCq0OHZt+jvubhr7JA\nbD+Jct/YMPgFifQY398wTNJJXKpFE0DDgOHJBagjhHFkaTnx0Pxc+B4Q17vNFYduJQpMRYl+8gm0\n3eLMrQd45x3PYntnDtppC5k2uRwNJwNvMm+78wKeW+zBuyh4ED/MXrqUpUDWLxPgatIzm8e4cLDF\nfTBG0UJZFrvhys44lLCzddYkh8DfqdXD5vbLCIOUWxRQVrJSLUfXirxdC+vKriGF2vFcdEdZo+HL\nGDelYbjzRx5mumsBsJjJF5aj/V4QegwV1nBWQEYtXHKyG9dTsjJpAFlCqyAb6ftJwoxqRqyoM3Nw\nc8eTXL8zEOK1Bo8/fRZt8GjGXS68kWsIvcNy0WA+HWDVVtifjbG/GOOgG+HJ+Sl0yWO0tTQU2olQ\nh16zupehAdI4YH8+YR6FiqgsKlDvLONiPBDhkquyj8bXtqNEYGeywLafAwD+u7O/hWqrZa9C3yoM\nFpUsh5yf6gfEMbtccSPY+VuXLnX5PUvPYbPHzt4U95++DLfXMvdhq0VqBOwVHCgMEroddeWy5xYG\nMP0K6glpI+D+W1/E2068AE8JZzaPsbGxRNgMa9kJfZbR8/1735nfxtNHJzBva3Qdi8g4J924AJBL\ncJNeFn/C1niJVai4IUxHoEXW51QD7I49S7T1LLRCIj+n8nVMRir4CfJTLSgveHDJtLZPACXrmara\njjrvVdqQFayTlWK7jtZAxy9l3JyhBGDVlEC2lNZ5SsMKITbpoiljL3b5ObZOSFbazKmc7JZm14uf\nklGNi7qJDBaB+e4Akqc1HoTW2794eQs7uzMEESoJK4+09Eg1sb5BInSrCl1bgSjhSZzktBgSvueh\nf4Ofad6Fg+d2cpNe4c2zbBdfL5YO1w4nudU8wUIDnkTZIinRJzg+ThoKP2OT8/aTjRXu3rqKP7f5\nBIAxAOCJP/JP8NFlwD84/x789mPn4GbeXH2V0+sn4sl1vPrYY/DWCdxSZhrm1RF+o8d7HngUf2bv\n47jYb+PvvPhevkezCvXekjuRHzZorrIL7w4rdBuRv1dwBKU5u57B143dOVIifObaGRwvB2iqgKYK\nWeykSkg+MwDjKOHBey/gkaN7QcT4z7DJHgMAtHPORKSe4OoAX/NDf+bp09wMZyPYro1I3LR3xfyU\nOAzGfHTLnC0CkIHjSHmBA5muLxiDCbc6cPimjzlkIDLW+n7kOZhyOPHljpvWMCiRJV1380oGpBKb\nTHWnjI9lYetup63AGZlP6OuMBuvNtGwAYY0zoZqOscH6e4DssYj2X+odxk2HNGHlomXrmZrdctdo\nquqV4TAAACAASURBVLgMeixVixiuMK5bRBDGrsUDJy7jYxe2jV8RRSyEiECNxq2E2Dm4OiIGIGnb\nOhWATUCYpFxg5BLgCagC3CCgagLGQ65ruHf7Cv7cqd/Arh+v3f9vGHr8n/d9EP/h4Jvwod9+C1zn\nLYSLDaP9+lyY4JSB3TDkwjRKQL8RgGHEeHuBu/au4QfPfBhnqw280D+PEAjhqGavzke86cxl7O+N\ncYFOojrwQBKD0PN9rhZ0XcVgwtfech57zRyPHZ7B4YIbFu9N5tgfJdQHxG6/PHfXEuKENSHaWKFx\nAb3wKSqfOQuWPVl5RACjSYsr1zZBC74HaeUysE3gSspIfF8EQ1EJNm2CrICgKYxLhaSmpgHGGMI4\n2bzOArR5oXPfFZgnq9kZLrXm+xSaL98w3JShBADc+XcellRlWrsxQN75rS+Cx1pNheW2jS4MK99l\nLILjYEBis5BFU5xIdivBKjlOoa5pDqobKDRXo6pGAi09Lry4g5BEFFVDCo1xKSFFwvRgjG5V4eKV\nbVyabuAzV8/gyeVpvHP7Gdx27or1o8huqGg9iAipKjen3gErBzfjblLVVaYpQ6jcNO5BgwA36UBN\nRIqEpulxemOK3eECtw8PcE/1xWvc/vEdv47ffe//gAff+Yz0hEjZVV5Rdp3lR7NFFIF+k43CuTsu\n4z956P/FLzz4CzhbMa/ibLWBB265DCTAL7g72ENbF/Fttz6Kb//630G6Y2mLIDYija6FRJQs7fzM\n0Qk8N9vFtB2g6zwGdY/9GVd9atm6k+KrfpQwPjnHHz31OGZ9g/MH26jrgPnBCNPjIReWBWcydjTq\n4QcBpzanCMc1UiOirWKcTc1bSv1Zsj6XhbMnmwwnoF71OdgIaCe1MEjoh4mrZQUrc4aPpdzV2iM3\nypGQDoAJtYQha02UNOgvddy0hgEQIEZiY6N3StyaCDk8EPfKeAxKoCkMQHlMpp0mW9wl+0zlvLTo\nRgG0VGj/a4swP+O2ZaR4hXjwaeWxXNao6sCItioJExDFWKQ+02sPjybwLmLWD7BXTfEtZx/n9ngq\nkQ+eFP1WsDoSagk4rkDHFbdMUzWoAQvLupaBz7Tw8HUEOWA0WbEEPCU8u7+LTz9+O97/sW/Af/70\nn/k9n8OGG+J/ufcD6G9pOYQQsBEQgxvzDwNluZCnGvb4ift/Ft+78/mXHPef3//zGJ5acBp6WuOD\nzz+IeWhwz+gy/sQDn2FvAxKDS8/LMERmAhJw5XiCcdXh9s0DjIct7ty6xuXiKggstTCpEsZjdKgp\n4HA1QuU5RqwnLXc/X3Ff06RhZSSMxyv+XRrKaCirIjna7MdUmfr1XhAA8gYnfJkwTIYLRMETeL7C\n2K9RNDqTYyNiGhSSiVPBolKnhCfn7/koX/a4qQ2D6juGkaRshESiMtsK2DAKyws6iAy5or6a57X0\nn4Np4WlLdLbuPBm8CKIY4OMALc5SYFIfsu7o1oiWkv3bryqMBi1cIwKgLe/s6Jgo44bBHqZzEVeP\nJzjqBzjf7gGAqP3IxBF6rVs5YWvKjtSRVBnmeJXFXgh+LlyB1qFfVKZC5auIQd1jdThEdVihOvB4\n7NE78FfOv/slt//T7QJPdizeddpP8Cff8inEzWASedWcjCxm6d2uqBAdBZzcPcZbmtEXfLw1eTz8\nDf8I933NebiFw7XPb+P9H38XPnpwN965+RTue/AFY/VZkxhZ5C7ws2pXNa6uxlj2NbaGK1xbjTHf\nH1vWyQBcOb/7T1/GueYKBhWXktc+YGO84q5aFXtU5BJjC03E1nCF81d2rI8myXNLA0mTasFdEy3r\nYzU3Ol8JbGiIDWc143P3S2mq02WWo+sKXVCNzrzUvlQp11HIcY3q3QgI+SWWWV8/blqMAQDO/eAj\nePZHZMJq3KWeQgCz7oqb59pMUFIlJ13QSYyC0YsBmI5DOXnKTIjSrHViElheroOx3ZLXMMQx6u74\nw2lRYdXV2N2a45BG6KaNhRtx6eGGAfWwt5p+Hdt+AUdCnFl4+CWh2+Lj2sTrgOQKlL3Ju5KfO7s8\nv2ADkaYOC5ewuTvHuOkwWzVcFSk6iHTo8MGPfQ1wO7ugL/RT/NryNvzq4bvw4moD/9beZ/E928/g\nJ277GO4bX8JPfvoPo/v8JKfEKNcnqLcVT7W4744X8YEHfw7AFzYMALDrx/jFh34eLz4wwy/M7sb7\nP/9OfPxT9+Ljg3OoBgFVL9Joijd5oBsFJOc5zDho8FR9Aie3Zrh14xAf/8w98McelpGRHTY5II4i\nzo4O8f/s/yHsL8aYLQZwLqHvPKpxz0VS8nwAYOfUFKu+Qrw2yM9b5QADP3Orfl1xlsK3GSBlCrty\nDwRfUDCW+Ln1EuK6FlzOHiW1KZRo9YRJNBu0dYBK4gP6ffzzShvLfLFxc3sMkJSjpRHJbqKlIEXD\n0UBBwCjVQE6r8Q6bgUuYm4nsNchkYql3yr0Ui5oLY2FKZZ56DaqzB8BqAdrWG/KdpeMA9A5xVqFb\nVeiXFULHdQGX5lt4YnEaTy1OQdOssWYtQ7dwcr3IXpLsFnpumv9XLEU5HBQBrDwIwHQ54Fx9I/wD\nwVjqI4efPGB1vguhwdV+Aw9NLuCoHeJfvfhW/MP9NwMA/truM/jDdz2FuNmvVe8pqSbWrKh84uQx\nfub+92PbZaPwydUKP3V4Cz688PhsN7PXP7oMmMWEbx0/hR+/75/h+775X6Ee9sDzI3PRq6W45x2H\ncICEhUvC6uoIbfD4+KP35EYuoyRMSCFONQmoIt46uYBr7QiLtkYMjpvNei788uoxiGGYDFrO/ngJ\nFSI/2+QT9xQtWIfKNWBpelFplr6mtpuLXJ/V9SSwSItseBRyFXGl6l+aaQDWCv+4sxhBqf7KH3m1\nxk3tMQBF3CUrWv+fqsQc/QFrIURh3PEuCCu7NSKJy2Alk47koTL4jX6U2GojGR1ZjZK1xpOHt0at\nRmZl+oVDQLSUYL+sESZLjMZCl1ZrJZLrSaTakyg0A8CV1Qam/QDUOjuuUzqtxqxe9BqGKaPjcl+o\nLzwkIde4juAWDn3g79ndnOPiwZBL1JucvfkfP/vN+N53vh9nfIsuVTgMvKjPjo5wYbWDz3YzPFBP\n8GO3fRjf+MKdmE23gSgFYFKd2u0F7J09xH/xwC8a0AgAP3u8iw8fvBkD1+Oz1S3Y9Ets+CV2/BwH\nYYwhdTiOQ9QUMHYt3nrbBfz2tbtRTys4Ce2qJWclXEfoNiNAItO2crj8/K71gdRGNMozcL0oPk06\nzGPDGYlKuBeiWdl3njEhArDRox52TIs+rrPeozw/BmAZw3E9rO+Dpbcl7LEiqFjs/Or5OpmzstlQ\nZMORWwuIglOZjixxtShYWZPD5fTq2YWb32M490OPvISjUOo9qpXWFI5KXJWZJwPLkmQcigfETEpx\n5VLhUUBccQlPnCLQAiJqDwczGNLRurnmudls64DDGteubeQOTVXkn0KnkDz3W3CUcLgaoo0eF6eb\nIvJJuZW9AFIAf3e3yaKzYRLXqvL472S7EAAr8V7MBiACxnUHqmPWmgRf//TZbfyRT70PDRH+0tZn\n8EMnH8O/ftO/xE/e/mt47+4n8bfP/yl8YtViww3xw2/+l7jvbecRz6y4PmUAdDsBf+Lrfhcf+dqf\nxp/dOLTz+RezMT4+vRv7qzEGrsOsH+CwH+FaP8Gzq5O4tb6GAIdVrPHZ+S341WsP4LEXz6A69pnE\nQxBFZ9kMinYDFMF9LOXaoapeIjev3cZHoxbPLk9g0deYrRoz1P2qgpMWfL4JcHXExniFF/a3mc8g\nxkbDNT5+ysxZBf5krhmdH8gAoZKhYv67F9DQJNzEo81iQzwhKfL8U2Ojhl/7q2iW7tUKI4DXgccA\n8KRvt2Nu7Km5fKmPsF4OCvQA1pFI3WrNPqz1fUA2MsYvF/4AxWTYwxrZqSeQfmcAYk2ZVCJafdWC\nezekQQRaFoYlH5F6z8U4PbEsmnSIAoCUCPO2xnE7xLKrrCoRWJ9kAKzbMiLgj73lzV3g17tBYldT\n3EyePAlpWiE0PZ6/vMtdrLss6JFkJ3ru8TP40+Hfw/07l/Gtu49ix8/xraMDvGe8wq23/QKe6fbw\n9YM53jc5wPL2R/CP+m/GCxdvQb/d45Y7r+Lvnv0Qtt3E7u/5forL/S148/gC7hldxsStsIw17mle\nxGk/xRnf4fFuC8tY45OLO/HotTO4eGUbdHGAekaGFVEkUwGPskAU5NNdFJ7TjFAwNObMRJhE3LFz\ngKNuiHlXm5R9VffoSQhVLnK/SZ9Q+cgCLEkMzSBa5oUih3amGKXeqHppKjys97+gQOc5yAV8lETC\nTan4CVbfY/U8IjHADXbXwWapLfuyKdDXj9eFYbj7bz1iFZc6kk+W29XhlyzH7pQvLlWF9p4iXjOv\nAdnNy+FCvtFly7JUARFZZ49DjFwaTqLt4BYA4NBtcUai7youBOozcKWlx7prhZ4Qo8OL0w3MpkOW\nppTq0iQ4gFOJt4onaTUnAanIrgPiNenvJjxKvKv2+yJHp5qZEi6BRHPSEy5/+hQuNSfxa+MHQHXE\nm+68iJ+573/Hjkv4yNGbcbG/gL+89Tz+4uY+6rs/gu+/9O/gttMH+E/v+TBO+mwUPtPO8Wh7K940\nuIAH6wWOY8LEES4Gj2XyOIgjHKUB/q+Dr8MHn3kQ82sj0MJzNqWHNIyR2ogEu+/MqhQwLxB8nwE9\nLetOPS9oLbSqt1d4aOsiHj8+wxJ28wauEYJTImmk4xFbj2qjReOFLEbIYj2KyYhMPU+kfK95Xgku\nJHMBKOZZkWaNTbL+ptWMDVmQMgCVbdPaB7QoepAk2yCMcu/wZVOgrx+vC8MA5PBABVdMNLMoyQ5N\nKmjEsJisxAgUNNTBHaSTVaghcft6Y5XJZ11PoJUsNhG3YcluaRSL/OCS1CYAntOtdcLW3gwzSqxz\n4ChjFQlwdWQiFIC6ChhPVpiNGytNtqIxIcWYVqTLcyOMI/zSvYT8Yqw66bTkFty9yGpK2uu8qx4g\nkszHtAJ1hM/Mb8f7Vv8ufuVtH8CLy0380tN/DI/e/Ri+bvIM3jN5Fp/4oz+xxpycxiU+1db4yPRr\n8Zd2PoE7qw0AEzzeRfz4+W/FZ/dP4eDqBjCtoK3V/IpgWq/C4LM2bCDrRtVtJjNs5vklAERwK4nt\nZ4zP+CWnBJfbAbftHeHTh2dxdTHGfDYAVRHORRCBRWGSQ1p5uFGPpumxfzyBn2Wcx0qohcNiYQOw\ntlC1AtLKpkM+R6WJK0YQBdSM2p1K3heFRJYcg6iKczFXJhlnJuswvLw19ErG68YwMB22NAQS64u7\nFiX2t6ozQe2NI1/DwhBNewH8sAEg1UVvxz4TnhTfMGWlIk3kWk2HZYAzIT906hk1T5XH6JYOi2WN\n4BIoCKV2wD0yY8sn01Q9Jk2Lg6OxMdz0nEy6Czklq6zAOMwcB41hy7hXAUbXZu/JOPaUQTI1vq6H\nSMknUz2+cHEX8W0J33v2l/F3l+/Fb16+E/cOL+O3Vnt4sN7Hrhw3pIjLocd+3MFf3vkEzlYb+Ew7\nxw+f/1N4/MppHD+/ZWGPgoKa4y/Pvx8LUavnBRZGyDn8SlOQZM9Cy5KRskiq1bIk7nexChWuHrEB\nIwK8Twii45iW3u7ZqOlw1HlmOSZY+0PtTVou9rKQz7QW1euUMEg9HhDgbAPJ3itsI4FpkGirPN2Y\n2NuQ0LZO1uFahYVf7XHTg4867vjRh60/HyCVfkpLlZFTmryb+DbH6RyfoQApM2hEKT8YzkYURqcI\nI/S1aGSrIi3aSzpNJ41T0BKgjusmtCuTkqCw8lKFyb9P5wOE6NDNa/ZGFBupmC7bbQejvibH3ZIU\nkFRZ/NjobgVpmpt35BKD0QUT6+J6BClXApNOaAoAphV+/Nr9+OYh8G23fAqzVYMnl6dQU4+/d+mP\n48NCAPLk8DvtLdhxc5ytNvDJ1Qp//pPfjY8/djeOz29x6lUL4iCEn4WAvwWyryCxsv+0kMxKi9Wb\nkJ2bKeRkRXWIQNiIsoMTzm3uY9lXCL3nlCQldG3FWQlKHNpVrPy8PVyiXdQs+b9yYriEfdiu3z/r\ncRIKjQVhQl7fEU3Ztk4UwrXYTPtalPL4pWapebhFZsN1gkUkLh94tcfrxmMAGGt49kfezYuiFnZZ\nERYYMCM7kKYXjUaq//dKfZaKxSBIt+yiZRNSLXlGKclVGCMnn9Fdag0AFS/DLwjHsyFuPXGIC71H\nWDXc6KQJqAc9QnCIPasHXTrYBFoR9iAusw7jaACjUpC9CI4o30FDH21mq0KitgvbeSeESVrfZQiI\nsrjKbspRukhrP8yf+OU/jn965yH+16/5adz60DU0FPCOwRRPbDyHc9UhAE5Pvm8yxWe7BR769e/F\n6oUxf14muxM3W/knycF0LHVEz7siSe9OFT+lSHBLMd5DGA/FZNMB4xFwC0KH5IHm9BzPz3ZxtBjC\nVwEpOjgfuevWgpcANRGpdfA+4XA5RFp5QMVcBxHuqGKdCauByN/bj5MZtlzenUyaMBsMfgYs2Vac\nc8rnrqIsGjpoA96XiBOB79s9f+PVxRZ0vK4MAyBumqo8F26zdZtKMBOraHauN5AYfcWAVez5d+42\nDAMtlUpLkTIFvc27lMaRqiG51hZMhqLUrmOuQFhW2BvOcZG2uENRJOYveI8YCK6KOLtzhKeePwUn\n4JsL3EwFYI6EgYkOSJ5s8ZgIqpPCIaXiRk2JkQGSoZJz8jr5+HUvQGqsU5a5S8TFmlXiGL4lTB/b\nxV9tvhOPvP3/wDy2GLsR/sLW57DtMmfhH169F//4U9+E/soI1ZSBEBPvVaBXFhdJeOdaQhBxmjAJ\noI45Hq4rBF/FqFvFrRNmYZmRkvw+g62EsBnhXMKV+QSrZY2UCHXTW38IOHAqUgVnq8At9mQ+UU+s\nSr1W+8AbgZZJ+xWnDv1SNivNHukccsmMlRo4A63XdCskHQlYDYRKDyQnWJaHMShxA4WcX3eGwQpZ\nZKLlpjN8k5SLoOWq2VgoESVZ3h2A5YRVLNX49UBW3CFw4YwSVZQopd5EyhY+aiNasPVvJ5FBv0O+\n1beeOMRzqxOs6BS4fDpFAqqI49XAOA5xAPRVtMUfRf5Mm7totWhsEtdfRL4f/SRPWKPMyvu4BR6s\nOClJ63jqiUu3E+MVfpm5+m5FCA6Io8AEogq49NRJTN+2xIYbAsAau/GvnH83Pvjom5EWHtXcGUBq\n6TjFgVIZJvCum2ppJgtIqtebUC8Fdc/luXesLZEcODQI2Zib51gxWBgjMblL7m0IDnUd0IohgWaK\nBnxfrh2P2YApBX1JhnHpd+g8S3WSDtRqMASjqZWgJB5XC8tWlFRp15ERlNRjUxwsDNOaUTUik3gr\nrvRsX+XxusEYdJz7oUfYDW0pk5gk7lINA0o5nsuakDAOun1GdhprVy8FS9xSjuyhWEGOTmz1DlLe\nvWINm9RKj6ae1aK80Hk/df5WfM3e51ENhXHjEqiKqIY9tjYWuPz8LqprFbh4LCKOonEpqgWhnhGq\n40KARFxyjTljI63jl7RWcReV59ALfiAl6XGgVlEMjCxS7sAtnx0m1FNCdSC9HDwvtrf96/8Y3/HE\ne3AtzO3ZPNlN8Uu/81akJVedaiUrwM+hl5jf6l4AA9ZYim8d7efrz8+pDPFch1zRKjG9Yg/qRTgB\nCyspHGuG/BN6j8WsQVqI+1FFYMDEptoHtIuaOR4rbuDjOu1SlrLR0a8VL8Cv+N5XCzFcSlfu1TPI\nEncGZFNe7DwnMw1aSU2WGXPZiJIAt3f+V68+tmD394Yd+QYOtqS5mAQAGwRJ5+gC9i1Z85W1CahM\nxER5IeiOLN5DNABOHy67deoGG+dBJrIZDtkN4iBb9zjgiRv3OZjenCxBLsGPengf4auAo+Mx3NJZ\nDwYrmhKGXz+OaLeiNEuRa79ukblODIUsCI1XVfbevKsiX6sVgiqIkirOqxvIWSVTbmKGISENEtxR\nhd999E781efea8f69cU54WjEDLAq+adSo5vMWMcCIwBgQK0uKKM2q75B0p4MtGbYS64GBTCPwWUt\nxcW8wYnRHMOmY69BM1iavXEAFh6pdxg1Haom5D4XskKMCCbeqgKihmchYw4GDqqgiuBAmmEpQVYg\nX58SoawkW8VfXd6UnG4KN85Z4Ou9sYe/MePu73+E0XhFhQG7oTYSW3ldrHYjE4wKbE1CdPf3+aHo\nA08upwpdC6vSXKvaVGQ65p8y6+FWTHf1C4cPP/sA/sitn8PO7gzORWxvLliZeMHpMm1pZv8vJlFq\nmAKdamHiWYggoREBvWYshCCTRMQjEeslqgfEdSdsePycWXzs3pLw7/n7VLvS6Ng9cyH4uhw+/tRd\n6ETv7snVGa54DULl7stFk+9/qhhLUIFWv2RDHK20nSTNJx+p+HqiTxm9L7FTaywi1xZQ9PcEUiDs\nDWYYD1rOQsiGkJlHYICx4U5c3bRZz3jJR7RjmHFipPyeswtCXW7ZWDj1XnzeqNQTK4uolPuQBKzU\nY2gPFYo5Na21QLEG7vrhG+ctyCW/PsfdP/CIxaxWm65AYJUXroYY+hBcJ5oLIT9MgN/TT7IaNSWI\n/Fau3uQKuaznkCQM8aLtZ8fsMxqtHAhl7S2f38Tzi13cs7uP204cwruIxcEQtPR55xNvgJWQBCAr\nQFYzFINoQqw6YX2ZToPsyookyWKgluDmXuJrcWkbBmWrGYmHI9dYs2pRGDAJzAl3IjXc5i1Oa1wK\nCwDAR6/czU1cO2degVWx6kzTKsMJd4oKI/5RQxibJM15BWspujnbM1GvqCU+f6lhiE0074NEnRuU\nkJYeH3vuHE6M5qjqHrEX7kjvGDeRqtem6XG4GMJNWdRVDZN1xxYmJgX2atRox8L4arNhIzdJlieK\nF6jXocNrWtbBem7axqVz26wr5bl/g8fr1jAAyBgAYLgDACm2QeYcKPoNXvyl+q7mwily6TGAXDcB\n5Hgy5t1CEWo1KjyxC2xDpegkvKkU0Rbg7P+7cCuWocasbXDpuT2448oWRqpYAIRastBmrbO1ucwE\nt/BmUHS3B9h4qcAMnKgzq8vtIYtTNB+kUlW9KwXx1NACMJahCYVInE0dAYNoxL8r8zGqI2VhJXN5\no+ff2WCoGyUhjbrmPqdlwzBajF+Sntbk8CkbAL9wdl90XsRJ4KYziUCtQ3s4wGMvnMZktEIz6qxX\nRGp416A6Yth0OLq8wQZynsvowzB/rd5r+y7xgPScbJdXg66pYsXFrMaGX4/VdXNXaNipgokPaUhW\nqj3d6PH6y0oU49wPSg2FA4JaaPUe1FOwDEJ2/UsqrRGJHJhS6zJSrK4dL0qhOq/47xp/my4pJetC\npPEiuwxkx9S0W3d+gk9fGbFcWIT1qOD4OhNltOEKEnKBkAJxkdhbiLJ7yQJ3LaGa8w7WbfHE93PH\nsusSfpl4ayKgSohCjuq32fiZfqFWFCIhSUWjn2tHZjJD9US3DeAQbV+h3w58PjUA0c7MvSnZmFhV\nZMggaBkOpFFE37AOhQKS/STB9YkVqlIO8QC939m1RwJXt2qsHx3S0iHMPNK9K5zcmmGfgOVqyAan\njtjZneHWrSMcP7YnCzflKtulPWIu2S8aFZF4XYB4lLKjaFrRDHth0zTNCkiWrIIR8NgrQW6UBKyB\n6Od+6MZ7C8Dr3DAAyDtoZDczxbzLm5iJg5VFO40PxSvQwidjPAK2O2vBlBoUPZ6KkmphU9k8xEk3\nJhVAMT1JwSL4rQSQY+Xomr0Bdk/F69CWboCh2/C5qk7Pl1rhCIhOhRof1QukCO6jmCQDoUazcGu1\nD6caAD3+2vcXXku/FWyxJpdAPuFiv4NHl7eLViJyyq0CkgBu2jlce4pqJ2gzQLq798QG0AGxiaCa\nkFo2YOjIFLtJsAkFWJPL2ASVxtLrc2ISVx8dtgZLOEq40Hk4x/f69u1DPH7xdFb4EqxizRNR7EPm\nmXktQandstGoJkYxL4xBKwWbWc0JxhtRtq7W/JQApc7V12q8vkMJgBVx5QaWxCPTW+iBakqGRRg7\nTfQUjJUGZC1FAXzgilBEJmOWqoe51Lx7QQC+HGOGYbI6BQBZjSdhrY6fAjGY6DPTEBHcBzLpjlO4\nrzLWdl7ZbWIjoQ04fmXiUCzESItQR4lgFfeZhOXJ8zWkOiHVMacKSY0YbPZ87PgePD6/hUuZdULL\ndXIOnkALDbBh2RQrJAuMebi5SKVZhgl2f/1UulGJQK8CgarubToZKRsySEiUwWbg+NoY865B7QM2\nJ0tsjFc4sT3Doq/RvzC2819D/fWaxJCxmGuBAyi3oSBXxQZrgq5qcCmo1ynKXyvxPLTQT7xcLS6z\njEzAq6L+/HLH694wAOJeyU3VmMz4Cy6r8lp+vHDtGAHObnNsuO2aliP7VQ41LM2k6TaVkJOwRReu\ngUaA1SFYUQ2JewuZGAuJpefemqNajF9W3em6slQrn5++1614sfajhDgK6DcD+lFi197nRWIjAhYH\nyQ4OqTTNYiMCpnaOY3Eghy4ymnGLi8stPH50GgBnXqw9nh5+lHJLv5SxAjVQqWbORlQshMQYKa4D\nxR9g3qFmJnLj48wXSC5xw1kFJFX5OwJ0VOPy8QTvOPEc7j9xGbvjBbYHSzz56K0Wplh2SQR6lBW7\nxrjVZw71JCXjILUqLD8o3ooIv9r1+oJ/ouGqgKwqF+d6rijVOflaGgXgFRgGIvJE9NtE9PPy+91E\n9DEieoKI/hkRNfL6QH7/nPz93I059fXhhfBUClakKu+m1hGZ9MHr5OTJZeSnxOBiAjLYB2QWoVh0\nzUtrnrqc9GWdQjWTSUF5slhoo96L7Map5pnGNf/OdmYyKyOLRndtWj8/Cx+kp0RqorSwIwk7UkbT\nCWwsdMjrJJoRbunsfFIdTa+SIhnbDwAGTY/Liw2s+gqVyKW5heNsQcWZC/68eGJJwgYzqGRhU8xe\nywAAIABJREFUFn+ZXK9S3AncF1Ja3GmvD2sRoItYszUaWs68ZXXsPBq+J/OrY/zW1TvwnWc+hu+6\n/WG8ZfsFmPYCslcHyRTwF8n/Kc8FLeE3XZDEz1WxBQMhsY7vmHdXJ8tErGl0yrWrVP9aSPEajVfi\nMfxnAD5T/P73AfxYSul+ANcAfLe8/t0ArqWU7gPwY/K+Gz5MZJPKhwAooguUu22W6dKdR627uYFF\nzYGmk3SXiBVM6FOHkW2k3Nrk2Ab8PRpGmABMie5IyONaXlAI0rxV+h9CiD/W2EVj9WJHtXJqRb87\n7mNJy4IfISzHrCOgbhM4jDACj/SjNM2IAkeRRRiHCXCJuzoFjy5yq7dYJ4SJUK6lB4NrHazasCfQ\nylkp80ubCYlBKDMwhR5FmET0kwIPsqxUvpd8f/OCZjYhGxu35BTlpeMNvL25iNvqa/jQ8w9a9al1\nM4/F4g6kpRo5LV1sLCVHw8IayOLXjFKRWbAUrM2ZbNTVC8wYWDZYr+V4WYaBiG4H8O0A/mf5nQD8\nMQAfkLf8NID3yf//tPwO+fu3yPtv6Dj3Q49IYxJYekuLogBeqLkCMoOHpboxivd6cc3LlCiQdwlj\nwumVyX8UBJOvsTjbUqDFOlBU24kHoh4HpaznlyQNWc0cqin/qCdhEl8aE5Pu0uyKJy1LhiyONhsS\n3aWNaahCqtJdS1F9ui50MHwhEGgQ0EeH6XKAw9kIO6OlEHTYKGkznhJMRZXPyTIxyOdk3b30HIHM\nBO3Jwo52LyA2bKD7CS8kP3egzvHil/oH0v4bxw7VTMK2jjA9HOHffvg/wn/wwe/G7IkdnjfSl9P0\nJCkZW1GxDiO86XVEzkDYji9YhlG4xbhZufWKTOtR50RZzFZ6nwDPg3M/+NqGEcDL9xj+ewB/A/mR\nnQBwkFJSO30ewG3y/9sAPA8A8vdDef/aIKLvIaLfJKLf7LC6/s9f0rjjRx9eaxOeXDKZea3L57gU\n9pCBwloDMKn6QrxEewhmUVnIA9W4E9CCKie0Yt1xUBog4VNoubQCU+a6puK7ZYfyc4ckUuSpknqD\nYTSQTScgK2PDAEamExfuuGIHZsjkn3HIO7d6IJV6OWIEit03DiPSIPF7lh6rZY1R0+GO3QOs+mrN\n2CRlKKoR0/tmHAUyAlDZI8Ta+ZW8BXBIYa3lW4d+I0CLx7RC07Wii9FnYhr1ZJcdxpHDitajvzpE\ns+8NTFbsQgukAORUoZ1Enic6d6ol5dBGvAulLqvn48TLK5mQuUqS1r5LaeAUCff8zdfeKAAvwzAQ\n0XsBvJhS+kT58hd4a3oZf8svpPQ/pZTekVJ6R43ByzrZlzPu+FGmiupCZ9ctmS6i/U3dVCFDWaai\nAJXUc7A+l9fFtQZ0SsrMDA5JY1EFQCl3rAJguETUClH5PieMTCTpKBXZy6GWF06/EZig5LiQyXCB\nwLoNWgRm6Ta582XKkb8oZZBRyo2/YCwrn7N+GFZtmsyQdMsKlYuYdg0OF0PEceSy6Vh8PlH+Prkf\nSJCwiY9HnTNDh/iFwwwEytkZ1XNU0o+l+7LBVSKSCxxqhnEOKyFVkwCsnsaIVlpJ62Ehi95LBQb1\nWtjQ50yP6/V5SDgh3kMsGsXowtfNREOnVGV8ArjxtOffa7wcHsM3AfgOIvqTAIYAtsAexA4RVeIV\n3A7ggrz/PIA7AJwnogrANoAv3jX1BgzLy6vmgAJ1xLz2oApNIS/kUtDVmJIOCIpmF+Qp0pJuYh6D\na4usRyy8D0CAMuTyYSVZAVZ5SEKaQQUhZhH67Qg3d7mzVidpR1mQcRLMKwAEy6hll5fFZnyOwu0F\n5Dx19ulC011baMQAmIEZCnxBjasQtagnpJXHhUs7SIF5GVqqjESgoKxG7sOgoU0aJOvHaF3JVedQ\nswwlPyQhYyPiSZiRg3gmorSkcbpfkaRuI+KQ7Dh+zkZOtQ4shR1YtdkVLr7u3nrP9Pysm7Rmqhxz\nJCisS7r7FcH5DFry3JRbX3BtvDBcCTnbUnIg/iDG7+sxpJR+IKV0e0rpHIA/D+AjKaW/COCXAWg3\n1O8C8H/L//+F/A75+0dSuoGKEl9g3PXDD3OMawpBydBlLjuGAYpWhehguWSVhEsERpm1gYjwC6z4\nKuUFDwDa47L0mazng85NmWzMiIPsFIXLqVWM89xqPYlnU02dxfzUOnP1WURGi4ayQUATc+ah2PG1\nU5ZyMUwFWWXmUq4lcauimEg9rYIejgikecVGQdOQxIs1mQHWVSEGWLMqxjmRzxUhS6pi9mzKayDk\n1KmOhEIHkv8fxpGNp1OPRDtz58yQeUgO616lenAaKOvLTTbuKslmz7ncEMRgqAFx5f1263Nkrd8E\nZWXoPwhcoRxfDo/hbwL460T0OTCG8FPy+k8BOCGv/3UA3//lneKXNu764YdzWqt4IEZTpSKmlBST\nxnxhkN3TZLqJMNWekrijIYh9XuewZEiU3QZgnciC4l/kv3OMnidlGHCRkbY3YzDNFUApE25U3JbK\nTEPncuZBRFevDzMMnIzZOKhEOrXXRYWFgTOvoM+FY9SSHTsVRgDAurcioURqElIV1+tA9L0ae0d9\nWMk+Z56Lgqt6zEIx2UDMCAZBxcUvr3uNxKTuvi9+r/P7U3HeaqDKa4FkqzQtrRkyQOZNkV4uMSxQ\nsupKZUT+QYYQOug13sy/4NiivfQu+pYbcuxnf+TdVgSkFtzKegVhLyXCAeTaeFnUZWiwxtgDTIkI\ngIlscNkzoCg1C2sAlvaj4lhmJGiNn68lyCrQwRWQsoMWzE4AiKNY7NYZNDS9Bsrvtf/rOdD1K4Sv\nj0yoJu/6RqsGoJoJrpPUpVxPBlEp1y4U9y2jgBpCydeTGDf1ClzxTPS4KvFWcDvsOfRkdRiWFZLO\nVdTBCESq4hxrWGbqegOtYWGS01IRHJbKIyO2lZsExCAYb0FDosRFWCYim2AhqzF0kcONG1kL8aH0\ngU+klN7xct77+q+V+H1GrMDCIrJTa5WgkkysT4VY/bJDEEhi1WJyu56seCdJbOlUP8FzabKh2MTM\nSXNxrVoRtgAyHpKs6s71mt2A7UacCmddRPgEdEycst6TZTxeLnwd+n0ax5uxo7V4vgQqmcTEv3Ml\npXxEC04cEIcp784eRmQCYHURAL9usEbhPSTHBqGsYrXCsXyK/CNFVyBA6zr0M/ZW8WBcyGHcWsFT\ncTzdtRUM1LDQ5OgUwK5g0vs6FzJvReaVPLtEiU8r8eJn4Fk9VLYmbpENYmlAEK9/aH9w48sJJV4X\n4+6/9Ui21hD3MCKrGyl7MchrLqca1wphZBKEYcq7oopniGexln4EcppSJ6KmuCoYrhGGBeGF2MhY\nEVbRd1E/7+ecrovDiH4sKj8aLul5urQWr9u/EovbEHdYU5YAu/f6N81yvKTUWDAJdn9Tpk4rGUcP\nodiFCLb4JS8MzQqZO92v10aULEj7V7yn6wdF4uayLets+KKNYSkLpxkBlcsvh9W4CJelNCCaglbG\npT1X8QSpxCHEuzAAmtQ7hRnbWMF0Qe1egI93M4QQOr7iDQMAnPsvHync/WwILG0pMaRfifKO8B94\nN0c2AmVHK+vnIMfr8zF1MasWgVVmFvGoKT2J0bIYP6qRkuKswmtQvYRqxiQeuBwGUBSWpMa+upj0\nR3fdQg/BFrHSpeVzxoXwYMHVOq4DfsVOTYm/1y0dp/9CsePr/QUfPg6SaSdYCEYQTYZk4QKVVZrl\nKLwhikzzro4dE9uUHalv9chNYgG7l7FRHQ75vZYwQT2IlJ+nPWsxECU+pKGhZkvMUMScGVGvVD1V\nlZ7XGxIraQ8wSq9ZOfXLHV8VhgEQOTjJAphOfzn5xK3TdFEYiaALYMClgVHiaZRMSQBmfDQ8kbdm\nKm3xr3oXQSalKfyUAJ/uqsXOZeSYFUuy8SSUeL6R3VYCV9cWj1eNgzIXy9dKN1bDEEHz7fXrvdzr\nfqcIo3HzPcieBLMw+X2cPpS6h2G0ndSMmeI3+ntpDAKJGC03la3mWfhEn4ELBT5z3b23FKQuXvX8\n5Hkor8RCnrJUWp+NprdVmi6xAfKiMr5Wal18d6xyMV8iVgGLA86e3Pt9H8XNNr5qDAPA8bDSVxUc\nLBmObPWzO1yWWZexpGINukuU3giQjUi582QAEQWbEi/tECXnYjTb0rVVbz6uGxy/Iri5y6XRqgKk\nab7C2EDBz7KM20KjnDo0o3m90Sjde0DCAHGTBR9RWTZAPC2hW5fsS5NIs0VIa0baPl8KuFSJ1apX\nZLgOkD0yJL5vfglb8By+5ONquXaS+2IgrhoPDamKcO96bop6Efa9Ytg1ra33PDZyTiXxbZhM8cu1\nhOZawbe/icZXPPhYjvv+Glvmp/7euzl1GcCEogKYSiW4hMI4FK6l9ly0nUPdd+hCzfEooMYm2Y6k\nhoBj3YxZrBXqIE92ADl/riw9XfNiWHwkJD0vkXDTHhQ5rgEoOSuMgny9Epus2EcXo8T1WtJcbiNO\nGuhaZya5BypV7+fO1LItE6PeSeGV6MgaEVjDKqglOEuLymcsfufFa+FXkWJOTqIozSAU88AyQSXZ\nrPT6CkzDCEnyPEpMwXRAG1jhk4Z7lm0ZqUfDZdTDfYfmMKE5Sth6/83nKej4qjIMOu75/kfw5H/7\nDQhDfrhE6+k/XOcJuDZPOivGSgUBxmd3NhdVyb8CbDkBKssUpk0edZWL8MTek7LXovhHGFznGsv3\nsTwYpxrDIAEDcW3Fg1DlpBIczF2e9LyL0KFilah0HcGIOrKdF8iALgHW28GqEFdA8toHo1j8ZSFY\nETYwkEr5WlJhtK8rc7ZFrOFVx82Ny3sKwNriGbGsWLxrZDPAaPEo3ut6XvylghJFINUFGC0emkr3\nay9NtwKaQ6CZJvhVQrUKqKYB9YfKCoObb3xVGgYAOPMbwPRWh9Uu0G1GnnDdOnCk9Gjb/dN1kxH8\nL3exys1sQi2cffUAdIMuyDPKjzDOhIQeqUDR9Tv1u7T+wvQANMwotkNNq7lW5MdAJixqcvRSZLWe\ntkQOH3SUQCKBdRYA6/GQkL0t9RhKbgBfD+/0MWGt8Mvk7HwOFzS3XwKWelpmRGVB2ndSfi7kc6hI\ncp/XRHbAn0V5z+QZWYRU4kOSMg5DrGVFNKMFoZ1Tz+ra1cyhngHVPKFaJNTziGoRUR+2cH0EtT2o\n7ZG8X7vtN+P4qjUMGz/3UWwAOPrOb0C7SegmhNUJnlgADBzULtK5QxB4UkUwv17YkLEIJaqFGAXN\naCjQRdlDKPUbLD7Wp0G6+8NcZ8Mxiole1noAkAKr7ABQT7Z4IXx8uMzuY+pyXPcg5BdlP6qXBOT4\n3MKsIsY270ZjcvG4tPag7F7teiB6qXiMlD2zToBhZQbqtRAsw2DenHpKxiAUQ4vCgFA2ImEgnaDK\nMA35WdooDPEarkSwdLZ5Ih1h/ILD4FpCPU+gmOC6hGoeMLi6gputgF7i1bpCvzMC/U4paXLzjq9a\nw6Dj8tcxWFUfA5PzQKwI3QarEqeKF3ysARJMwS8oV0fWbEhinbKIKLC28MxDdzyRVGLNXNvrsCdz\nYwtugy5GNRzGyCzCFTYsWQg1AcactGNH/rB6QvDcNLbkHugZm2CJbaV5gejvEDdb045ljK2kIkA8\nqkpUiiTNR5oeVSMo12SxvkqdSfgQPSxkWtO2KM4nFoVsWmavNTEln8DSqIpXQMIN82bkftfI6d2U\ns1KsxE1oDoGdJ3v0QwffJVSzgH7isdqpkDzBbTfwq4hUERanGuy/lXDXzUNV+D3HV71huPf7Por0\njW/H/OwQR+c85rdwTr05dGj2Ab8Akie02ywKEobInHqShqYVu8maJtOJrp6CK0BBjVnXXPaUDcKa\nl6ApssT5d63lKDG80hVW0I53Ypjbrt9hHgvprkx2/LLqc20HtfdyalWFZQyR18OLQXDCAFTjRoH5\nCwYOyslQhO32pFhJl89X8RZ9bY16HorrU+NRuP8UgSAHihU3f7WwQ0MQMXRW1Vhl7y1pXUmVjLFZ\nzQl+wVmOwTVg80KPydPHcMcLTN9yGhQS+rFHNY/odz1GF2YIkwYH941wdA8Dj3f97deJVcAbhgEA\nQA//DiYAtu6/B/3pLczPDnB4DlicSug3IysnzQiDa4RqkdBtSJ+GJllXqm4nMOkoAEEKrHSHiy6L\nc2iqlBd59h4M+VaDIhs5tbLASqUjwHbCMkNhBCU1HpqX14WT2C3XBUICMbjCHV+LvSPgllnzwHZz\nEo+iz8BhmdYtjYABfXIvUHx/abRK9e21+pTrvCL1TFBQ2dWoljRlBRyTnoMYzyR6FiU9W4uf2Pgk\naC0KLURxacFgYjUHRvsRm08vUJ/fR1osgOEQk89dQxrUQB9BKWG1s4urb9tGtwEkujmKol7peMMw\nFCNdvIzq0hVsfqLF1h23IpzYQLszwMG9HssTwPxWJuf4qUNzRBhd4gC4mwBh4KzdWiKAhEqsbMRc\nYKVuasqeQbGLa6k4UCywcvdPxeuyIKxx73VAG/p8nDKLoR5K9Ncv9vwdujuHcVrLtuSMQFpbrKw5\nIe8pvJ9ygdviR76e0mCi/A79f0l00qxQA9Oy0HNHLW/pgDjgbuHWiMath28ALBtiQjgAEgj1kWPy\nWMtpZ79g3GB0NWJw0MHPOrhVj7i3iVTvINYe3VaNMHToJg7zUw7zWxM2nwZ2H28xeO6qwSCvp/GG\nYShGPD4GAPitLaTPX4S/VGHY9zjzywFuPAZNxoh7m1idnmC1V+Pqmx3anYg4CqDeoTp0GF7iBrH1\nLKEfO3RjINVAux2tUxVQ/Ku/9iUpimwhJXGF186zknUlCyYq3lCCgMUivD6TYlJ34nWsCZEWBigV\nhqv0UPSYZR1CbtYDqG6lnVtcf+9a6CIGylKccf1cE5CFc4v4nxmjvOD1+lOVELVvaJ/7RbqVdAPr\nAUQSngmhnrKLTwGoltzKvplGMbYJsSIsdxzabcLRfQ79pAZ8bfU06LmQrZ6y1ujwasLWcwG3/sox\n6PwlhCv7r0ujALxhGL7gCEdH8Cf2gBAAIlBVIa1WiMfHSBcuYri1geFggJ3fGCKc2sbqxBBHdzks\n9wirExFhk7fY6sCjmhPqI6A5dBanuwD0o0yRVVk2rtEl0SlYB710wWjFYumuu5ayAA0VK6poCFvq\nCURpUIsihFG6r4FuKRub0ngEqxGRY6h3QbAakzgoGtQ4mCgUdQRImtK8DgAQiTan5dFRy6f1muW6\nhWUZy88a4EKiJYFcYTnjoipEoJ5zKpcCf48LgF9FuJ6/px8SYk04vMejHwL9RkK/w2KS/shjdNFh\n8xmH5jhhdCXAtRF+3sEfzCU+A2i5QpovgdUK4ejoVZqNfzDjDcPwxUbXA45AdQVUFdB2QIygukYK\nEZjOkI6noP1rGHmH0Sca0GSEuDHG8rYNLE94HN9JaLcTlrf3pkJEM4/6iDGL4RUSsCwh1k6qLWFV\nnEkyIgpaqrhq0t1ckP0gpKXkAKhMvE/WSs5cdCnyKV1r5jKI2Ix0WXI9WQXg9YzQXDuRF2bJjDQt\nA21gQ1LDob0zfAKS6DUOI6tTixWKtQJ+Ga+Axv0ispqaBLdywh2BpIf52G4l7n8L+CWHQL6NqFYZ\n/OyHhH5IWJwkhAGh20zod3u+b4HgZh7NgcPoImHrNxyG+x3q/WO46RJYLJGWKyAEpL4HvAcGDRAi\nUFVIMQDO8+uv8/GGYfgiQy2+P7HHRsERaMiCBKnreXXGCHiP1HZA1yMtl8CLVzB81mMYAnbHIwBg\nj2NjDDQ1+u0RlmcGWG15rHYI07u4kCaNAqhKecEd1/AzJ2kxEqo1GwC/AlppQGvNaqGxf3btVT9A\nFwWn31jUhTpCPQM2niMsThPaHcZHytbvTnkHLQEqiCuAn186icEB3yYkEvHamrJ7H4Buk8/Rr/I5\nKmbgO2ehhtLI2bXP5+E6wIuiVT8kNNMEIHKauCK4PqEfOsRaKxUJ7RbQ3Qb0W5El4rTYaVahOXCo\nj4F6mrD7REBz1MMtA/y8hTucAcsVUkq8+OcLpBCQQkAfxbB7z3Ohafh65gv2GFYrgAhxNrtBM/K1\nHW8Yht9nhP2rjDmECPIOqetB3mNN+Up2CCJCIgI6RsZ0YhER0rUDUNPAPxux4T02RsNsaIYDxPEA\nq9MjrHZq9EPC/BZCGADdZsLyzg5U8dadesex7VHFC3RBqBaMUVC7vrB40eVcfqx4l/UtL5TxlYjh\n5RYbFyos9zy6CVlqkgLx+8AeTRbW5ZClH/DOq52afSvknqUswpiQPO/KoaZcVSpZg3oW0Y05/58c\nwXXczToMeLEnImns49CNGSPoNgmzsx6xAbqNZD054XvTiPAzDxeA4WWCP+9RTx02Pt+imvXwizlo\ntgQtW8CR7f5o+XnFvgdiRAoRKQQgaj41GwLyHtTUvBkU7VJoMEC4du3GTcTXeLxhGF7GCEdHcJub\n7Ck4x0ZBvAXEyLsIgJQSqK4kfnc88RK7meQ90HVIKfGkWnBv9dR3NulGTw8x8j7HrKMR0niIsDtG\nGFboRx7LEx7tBqHbJIQh06SXp7iMGQAwiDCdho7YRRa9Beo5f+cWDpSA6V0O1I+MpGRNgcXtN71M\nmf+xYQ5H5NM1DCA2CXEkLfG0yUvvWHKuQ2ZXFulJjh5Udj1ZjUSqi/yjFSowTuAXDn7J9OPxC4Rq\n7tBME5rjiGoW0OzPQW0PhAjqet7NYwL6Hmm1Ys8tBCTnkBYLvu9EbBwADhGTGIWUAOdBdcW4jfeA\nc+xJLFdAXec50HVfUUYBeMMwvOyhGQs3HK5NEgsnUmJPoRnzbpkSqKmhJIM4n4MGA/YelOgTk/1L\ndYVwNAViAA3Yk6DpjD0VR6gAVDFhVFeA9zzJ+x40aBj36ANo0OQTJkIaD5GGNRAS0rBCcgQ4Qqwc\n4AmhdogDB+oTYuP4vHUX1AxAyOEBxQS/iBy3H63g5m2+Dl1cw4FgDF6o0fK696AuAF5AEiIgJDYO\nRKBVizRoQDEyBrHqkCoPmi/5vd4BISK1Ld/DrmPsB+AdP0XObSbxrMjZOQEAjUdAz7lgIsqflZEC\nf46qiu9/CIBz/AzlOSU977pm77GYF19p4w3D8ApHXC7hJhNemAAbBZ2AdY20XMku45HalhcxEdzm\npoCXFdJiyR4ERVAzZiPTdXBNDdRj3pW6HvCUjQsRvy9GdndbXpRpvgAqxkBSz4ApFzEkYLkCyYIh\nRzzBY0BV12zcQrB4mgaDfHz9PJAXl+6aPQf/qVecJbGBqiogRRA5jsGJgLazkIsAxNkcbjTkBUfE\n962u8mdC4MXtnS1CPT99HSGKRyZxvffZKNjOHzjca1tQ07CRVrCw65Gc42clRgbOgZyT82FPgEYj\npL63EBLkgH49jPxKNQrAG4bhSxpxNoNzjicMgCS7HGLkxcUv5h2n62Vy8eLU0AN1bQtkDdiM0X5H\nCGyEUjKXNrUtT2DxWHjxMCgHFClLnyyUwUrQPO+RVi27zF3P7rQjNjAALzggezMALyDvDYnXc47z\nOdx4DKRk9yB1PWdy9LOCsfDiIzMKAPgaux4p9Ry362f7l9YeprbNxyVnWSP+fL52APy+mHjxy31L\nIfJn1LPT5yT3hIhyCFeLkfOODZ/gSmogyBHC/mvaQ+k1H28Yhi9xWGgxmeQdUBevuLTknaW2ODwI\nPAn1IE4mrOMJp14AjUb8OTUKfc+7p32Od3Y1GHxC0Xb5BPAkl51cPZSUuAIQ4j1QXeVFX4CptiAK\nY5fEU7Cd3jk2CuUCi5ENoZ4jwMar2IXXRtfn7+t6MxR6b/Qc1JCkEM0zYc/IISU2pADYyIVguzyB\nkLqeIY3y/BMrOVPTZCMKNggMPArQLKCkGWbQVxyW8MWG+/3f8sb4vUaczWxi2r/qSXS9hAQ+u/kA\n/6uuve6oSUBMWYQpBHaDhWSlExvFAtbdmNT1L3Y9e4+4/KltLXRQ1F3j6qRYiYYpgXET8o7jfT2u\nuvbOcSxeLCwikl3VZ49IgVn51xZ4SvleIMf3ahT4fOQ9Gu7o/U3RFmzq+4LQxd6RGrPUdrzAm4av\nQb/fe7jRkM+fyM5Dv5ONoj5HxnIAACEgHBy+kqnxuh5vGIZXYcTZTGLdxBOs7zPXAeDF75WmqLG+\nxN6NxPvEfyfvbEGmxcJ2XkuXVVXGGxLH91EyHPZ9amC6PuMfchw1EAacagxfDDVUiAk0Gsp5+Xwu\niuRb2CE7eJGdsV28qtZCi3zT0ktfE4OZeg4P4mKZDZYMDn9q+167vhgtDLOwruuQhF+gKUc2VAWY\nCDEwwk+wUE+MRArs5cX5/KXn+xU83gglXqVRuphuc5MnZxGPpyATPBTxc4yCkqcis8ETXVF0CzWA\nnCp1bs1LYRe8y8aibXlil8ClDF2ocbFksM+/lKkXJbWXXfPAgGqEhT9EHN+jrrKHkAqMQ4+rWEbx\nHRaO6O+KCcTEx5PvpaoyYJbDLfZKLFQogV/Hrj8fK5pXs8Y30XOXUMm8Hc08FAaDqio/068Q0tIr\nGW94DDdgxONjUCMprZRsJ6emMWxAATkdqe9zisx7RvQLI8KuulvfQYmyUVD+Q2T3mQG06zILQF5Y\nTcOxP8DnIUYFsij497i2g6KueJFrWlTdcA1zqPCKNAxYM2y05r7btYfIXkLfZ4yBCm+k4HbYLh9i\nvrfi/ZhXVtcMZmrGpcQohKSWw5Mk51gc/yuQl/BKxxuG4QaNcHDIO5jG5xIfA+zOp+tdeF0AgOAA\nX6AuLyZbxCTpxvI1SBoOwNpistcAO67tluLVaCxtMbViDUBeyJIGRImXFAtPrw+A8QTIu3xMaJhR\n7uLrUzClZN7A2t8KA7A21NPSFKx8Z/nda1gMufWsyXUeRTw+Rlwu8dU+3gglbuAo41I3HFpu3lxg\nMRjqul7fYJheskuGdZalpBp5h6dM000JNBhI7Mxusy0gpWhrzl/Trilml9rlhbW2iMnXtXVqAAAM\nM0lEQVQhhRbkqgwOSmaAzKUXI6G8gRD475pNkOu43iAAyGnD4lrTdUSyEudQLMONx+s4QUF0ghOm\nlh6zrrihrhpGyfp8NQGLL2e84TG8RiMul7ZzGk4AZK4DYB5EaRDKdJ2mFTWNyS86IVkVxCQl9/gi\nVCmAScss6MINQhCSxV56ECiBwyQhSGksCi8IBbBXhhWWtg05DLLQqLjutfNMRbq0AFvLYcBmitlr\noRwCsTS1k9Sj8CC6zOfQ8/9KJip9qeMNw/AajnB0hDib5UVnTMZk6Ld5EAVYZ4vFFQbi/2/vXGPs\nqqo4/lvnnHvvvFtmSmuh1VJotMUI1iJFlFTwgcVIYtCAGMWgGMUEQ6KWmBj1E/gB0WgEEkw0kZci\n4eEDscAXkvJsC4VS2pJaSmmHPmb6mrl37j3LD3vtc8/MdOi0nc69Q/c/ubn7nDl37v+cc/c6a6+9\n1n/nMxDrBw6v35CoXhCEGZw0rXdK8zZ8xwXqHXtE5wLsiW2BxVLJDRes40lHe52jRG424DDJUp6/\nNzh+qJVdk6GheuA0u3C1+sxCjnvmHeSDp5kXkzsPXDJVNjSyLMnavn3BUxgDYSjRAOQDW3FXl+sk\nvvP6CD25DEaPVOsJT0NDUCzWt8nFB6zj+fRsHRqqR/qzRCeG51N4DvknLtTTjX3nE4GiHevH9EnR\nch+oC7wmSTaEIbWYRE3r7n52ASzhK7I1PXzuhtazRr2Xk49VZKnfWOyhYNO4FReIzYZF3isxY/te\nz1icKASPocEYpvSTn6/3T7xCMjwxykfgLa8hMyi5YUMWbwB7+hazqH+mNeDrHCy1WCvuST1sbO7z\nK6J6XgNiwURvKCzIKXGEFAoQR27WwnsUkRkpm+J0cRbzUHxsxAdRrUDMTzW6gqWkft6eVyTu/0o0\nvBjK1m9wx+W8CBNSCUZh/AgeQxMg/4ONe7rRIfekz8bsEuHTqYkZNsxw4+vYPRlzMx0Su06TVWBa\nWrXr8D4Y5+MDLmiZDWd8ynXWyYrOELWUSDtbswpMTSK0EGfbUaUKKUQHBvAVkllFoylfiVc5Smuu\nwxYLSEv9dKRUdG7/wABSasUXjElr7MrXfRZoWjNDFGdFV1m6c2Rxl7RGbdfuE3TX3tsYl2EQkS3A\nfpyjWFXVJSLSDdwHzAO2AF9V1b3i/N/fAMuBQ8A1qvrixFN/b8IbiXhGj+voeVd/ZLagd/Pzrrnk\nAnqRze2be00hV3kJrqrRPIEsrpGrUSBV9+SfMZ3B07p455wS5VOUtIRbv1MAgbSz6go0qiWSvpj2\nt6YxffMQrdsPIgcGnDCKz5SM/DSmxRBKRacXkZ+lSHKpyIkNCypDYMMD57FYpWVLEanWEJ9sZdmP\n1W1vTfCdOblwNB7Dp1V1V257BbBSVW8WkRW2/RPgC8ACe50P/MHeA44C+SddPGuma5joSOYdENdd\nZq82ZB2GXCfP1sxM1ekh+KnGOIJKrrDLlxdHQlQooJ1t7F4yg72LoH3RXirlCpU9rSR9sVNGLgtE\nMJjExN1lLpq/ife37mF131zeGWin9+n3MW1zF92rdkAtQnznhnqKdrEAvpI0EtR7QxGZEdM4JioP\nOQ+lVDAtSkUGq2hLggxWkXKF2sY3TtDdOPlwPEOJy4Fl1v4T8BTOMFwO/FndIHmViEwXkdmq+vbx\nED2ZUdvZm7XLl52HVJ2MWlRxxiCq1JBaSjRYdU9WP/vgBVS8IQCo1upZlpAF7SRJ0O5pVKe30n9m\nG/1nCeVTq7TsFEp7YHB1N+W5FeIDEcmgkBwgk3tv2x7RvrPIxngRa2fEDMwU5Lx+rr/qEa6f/iYX\n3vBdSv3u+6ptEWlssnCRE62pTKurXqdF07EsmuS+qWInsw/x7bOf5uL29SwswIMHZ3MwLfHAwpmM\n8KMCJgDjNQwK/EdEFLhDVe8EZvnOrqpvi4g91jgdeDP32W22b5hhEJHrgOsAWmg79jM4yVD6x3NZ\ne9OtS4krggw5peSoClLFCakqtmScZsvmSQ3iIbcce1xOQTAhVaHSLpR73DJ7ySD0vJLS9do+5O3d\nvHnNAn799buYm/SxauAMHtixmC27uykPFpwN2luk85GUlIhaq5PQ/3DPLlbu+hAFqbHva/vpaT9E\nR7HMJ7rfoBBV+XLnWgY1ZketgwWFft6fdLCmXKYtqvJqZRaXtfVTkMOpLRf5/GnnTtr1PlkxXsNw\noaput87/uIi89i7HymH2jTLqZlzuBOiS7mD0jwFn3bgqa2/8nRuted1FSqmTbI8VIkVMB1JTcVqQ\nKjgdRYHULb9X2qN0vlWjddtB4t69pHv7oLODgZnKJa2H+NGOT7Fm9xx693VQKTujECc10s4htl5a\nRKrOu+h8I2LbhvnUCsItC86ka34f5834H+e2b+XqTj9E6gDgbGpZe1ATtlR6eP7gGWwYHGQwLbCz\n0kVrVGHdx0aLtwScOMjINNwjfkDk58AB4DvAMvMWZgNPqeoHReQOa99jx2/wx431P7ukW8+XS471\nHALGQHTOQjcuj232IHHGQBPBibg6t76+/mR9SXq/rkMaC7WikCZCtuqUL6cw6fe04FSewXkm2Wrf\nkT/OfYdfozOuOGXoZEAzVeqkrMQVJxrb+tCzk3uhThL8V//2gqouGc+xR/QYRKQdiFR1v7U/B/wS\neBj4JnCzvT9kH3kY+IGI3IsLOvaH+EJjkK5dn7VtAiELZGZ5Al5yDuq1Gz4rMXUdOBOAib2kWgRJ\nPeFJY8vIrKY2U1Bwwq+qaDFxYrSFGFF1Ks5gAdKI2quvT8alCDhKjGcoMQt40LLwEuBuVf23iDwH\n3C8i1wJbga/Y8f/ETVVuwk1XfmvCWQccM/KBzDySOafXy76z1GFBcmXj4HIeMv1Kn9ykWp8NEUEO\nDaItTpo96t0LpSLVLVtDkHAK4aiHEieEhMh+YEOjeYwTM4BdRzyq8ZgqPGHqcJ0qPOHwXD+gqqeO\n58PNkvm4Ybxjn0ZDRJ6fClynCk+YOlynCk84fq6hViIgIGAUgmEICAgYhWYxDHc2msBRYKpwnSo8\nYepwnSo84Ti5NkXwMSAgoLnQLB5DQEBAE6HhhkFELhWRDSKyyao0G8nljyLSKyLrcvu6ReRxEdlo\n76fYfhGR3xrvl0Rk8SRznSsiT4rIehF5RURuaEa+ItIiIs+KyFrj+Qvbf4aIPGM87xORou0v2fYm\n+/u8yeCZ4xuLyGoRebTJeW4RkZdFZI2IPG/7Ju7ee8HRRrxwBcGbgflAEVgLLGogn4uAxcC63L5f\nASusvQK4xdrLgX/hEgqXAs9MMtfZwGJrdwKvA4uaja99X4e1C8Az9v33A1fa/tuB71n7+8Dt1r4S\nuG+Sr+uNwN3Ao7bdrDy3ADNG7Juwez9pJzLGyV0APJbbvgm4qcGc5o0wDBuA2daejcu5ALgDuOpw\nxzWI90PAZ5uZL9AGvIhLld8FJCN/B8BjwAXWTuw4mSR+c4CVwMXAo9aRmo6nfefhDMOE3ftGDyXG\nKtFuJgwrLweOVF4+6TA39qO4p3HT8TX3fA3QCzyO8xL7VNVLXOe5ZDzt7/1Az2TwBG4Dfgz4Us6e\nJuUJdSmEF0zCACbw3jc683FcJdpNiqbgLiIdwAPAD1V13yhl6dyhh9k3KXxVtQacKyLTgQeBhe/C\npSE8ReSLQK+qviAiy8bBpdH3f8KlEPJotMewDZib254DbG8Ql7Gw08rKsXdfhdRw7iJSwBmFv6jq\n32130/JV1T6c0tdSYLqI+AdTnkvG0/4+DZgMeecLgS+J0ze9FzecuK0JeQKgqtvtvRdnbD/OBN77\nRhuG54AFFvkt4oI4DzeY00j48nIYXV7+DYv4LmWSy8vFuQZ3AetV9dZm5Ssip5qngIi0Ap8B1gNP\nAleMwdPzvwJ4Qm1gfCKhqjep6hxVnYf7HT6hqlc3G09wUggi0unbOCmEdUzkvZ/M4NMYQZTluIj6\nZuCnDeZyD06CbghnZa/FjRtXAhvtvduOFeD3xvtlYMkkc/0kzh18CVhjr+XNxhf4CLDaeK4Dfmb7\n5wPP4srz/wqUbH+LbW+yv89vwO9gGfVZiabjaZzW2usV328m8t6HzMeAgIBRaPRQIiAgoAkRDENA\nQMAoBMMQEBAwCsEwBAQEjEIwDAEBAaMQDENAQMAoBMMQEBAwCsEwBAQEjML/AS+1FWTevTMaAAAA\nAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# windowing\n",
    "<hr>\n",
    "然而，hu的范围一般来说很大，这就导致了对比度很差，如果需要针对具体的器官进行处理，效果会不好，于是就有了windowing的方法："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "def transform_ctdata(image, windowWidth, windowCenter, normal=False):\n",
    "        \"\"\"\n",
    "        注意，这个函数的self.image一定得是float类型的，否则就无效！\n",
    "        return: trucated image according to window center and window width\n",
    "        \"\"\"\n",
    "        minWindow = float(windowCenter) - 0.5*float(windowWidth)\n",
    "        newimg = (image - minWindow) / float(windowWidth)\n",
    "        newimg[newimg < 0] = 0\n",
    "        newimg[newimg > 1] = 1\n",
    "        if not normal:\n",
    "            newimg = (newimg * 255).astype('uint8')\n",
    "        return newimg\n",
    "    \n",
    "images = transform_ctdata(image,500,150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "del image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2900080f710>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SKC/aks65mGD5ceprGeHrhRRiGYPd3pFy7n6fAOG1/O3V95wR8nHhM+8xmIV5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RzhssWKssWa4mjsIFVp0Kf7/Eb4RO0WjZZJrKfK1Wse5vnJB7lvcQ33Ta7hmamj/LDSQ0vqHHzD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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(images[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# getRangImageDepth\n",
    "在训练网络时，一般目标区域越有针对性效果越好，因此经常会在训练前对数据进行预处理，提取出包含有目标的那些切片。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "liver_slices bofore sort\n",
      "10\n",
      "liver_slices after sort\n",
      "2\n"
     ]
    }
   ],
   "source": [
    "i = 1\n",
    "label_path = './3Dircadb/3Dircadb1.%d/MASKS_DICOM/liver'%i\n",
    "\"\"\"\n",
    "args:\n",
    "image ndarray of shape (depth, height, weight)\n",
    "\"\"\"\n",
    "liver_slices = [pydicom.dcmread(label_path + '/' + s) for s in os.listdir(label_path)]\n",
    "\n",
    "\n",
    "print('liver_slices bofore sort')\n",
    "print(liver_slices[2].InstanceNumber)\n",
    "liver_slices.sort(key = lambda x: int(x.InstanceNumber))\n",
    "print('liver_slices after sort')\n",
    "print(liver_slices[2].InstanceNumber)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(array([ 27,  27,  27, ..., 124, 124, 124], dtype=int64), array([209, 209, 209, ..., 222, 223, 223], dtype=int64), array([113, 114, 115, ..., 212, 209, 210], dtype=int64))\n",
      "================================\n",
      "(129, 512, 512)\n"
     ]
    }
   ],
   "source": [
    "livers = np.stack([s.pixel_array for s in liver_slices])\n",
    "#print(livers)\n",
    "print(np.where(livers))\n",
    "print('================'*2)\n",
    "print(livers.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "27 124\n"
     ]
    }
   ],
   "source": [
    "# 得到轴向上出现过目标（label>=1)的切片\n",
    "z = np.any(livers, axis=(1,2)) # z.shape:(depth,)  any返回是否有值\n",
    "startposition,endposition = np.where(z)[0][[0,-1]]\n",
    "\n",
    "\n",
    "print(startposition,endposition)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(129,)\n"
     ]
    }
   ],
   "source": [
    "print(z.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,\n",
       "         40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,\n",
       "         53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,  65,\n",
       "         66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,  78,\n",
       "         79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,  91,\n",
       "         92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103, 104,\n",
       "        105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117,\n",
       "        118, 119, 120, 121, 122, 123, 124], dtype=int64),)"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "del z,liver_slices"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 直方图均衡化\n",
    "\n",
    "函数clahe_equalized\n",
    "\n",
    "它是一种局部局部来的均衡化，也就是是说把整个图像分成许多小块（比如按10*10作为一个小块），那么对每个小块进行均衡化。这种方法主要对于图像直方图不是那么单一的（比如存在多峰情况）图像比较实用。Opencv中将这种方法称之为CLAHE，使用到的函数就是cv2.createCLAHE()，一个实例如下：\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert (len(images.shape)==3)  #3D arrays\n",
    "#create a CLAHE object (Arguments are optional).\n",
    "clahe = cv2.createCLAHE(clipLimit=2.0, tileGridSize=(8,8))\n",
    "imgs_equalized = np.empty(images.shape)\n",
    "for i in range(startposition, endposition+1):\n",
    "    imgs_equalized[i,:,:] = clahe.apply(np.array(images[i,:,:], dtype = np.uint8))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 59,  59,  59, ..., 505, 505, 505], dtype=int64),\n",
       " array([241, 242, 243, ..., 271, 272, 273], dtype=int64))"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(images[50])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2902f4d5128>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CjR1DNAtEc0851JhSiEFbBNa+dsTZy5t0DmsmV2J8BOVIUa4H0mOFakRo1TkI\nRLmn86B8rLH46d/4InVPYfLA6Psl8dffEANqDP7kFNXtyPezt01xdcj0UkTQEE88vZtzgtXU/Yhq\nYPBWEc29ZIZaXW/3xjnsH4mBiCOoavzpGXpzQwRtIWB3d/A765Q72ftGSr3yGB4DzDNPoW4e4E/P\n8FU7N6FdWDrLxCg0DaqTEua53Hxb6zTrGcVmTDRx9O4UBKtQLlBcGVANDOVAYypoMmCp+gNTX6TY\novtnEiJ0Y/Ae9903sFevEOIIzlv3N00JtRiPzv0ZB58fikoygs6BZ/i/fvlt1+M/cR2fGIr1WKTQ\nVlH9rS/Sv9uQPphRj1KazFD1pN5hwe4HraQ2oQ7kG5q6qzh/aZMqU3gbEQz07jUoZzGlQjlouhBN\nZQMafvkOzZ27j/W7WvuHX+L8r/2cXGesRZuRdZadqlQUSTv7+wd05gXpm5ajn9+lHGrcsxnpiSM5\nKsi3MqqeokkN0Twsjcf4hTXstSHJcYG9eyxcw8Y6fjEzw1qaB/uYpqFznlH+uc9g/u0Hq/vAyjD8\nCNCfeh51PF52LFqk38wTlwln5zLvMU1QrUhID/qQxORXh/hIFgfITaorz/R6n/GThmgsi8WlqpUs\nB8xD8oFk7JhvWubPbtK5NcEcnkMSY7a2pEvz7hr6weFy15KTVeR7GXVfoSsYvdGQ/l9f4WGoJGG+\nmxK0LHghKGVXn+1YirUB1UDO2+YSzsSTiyInW3iCEgOhPBRrCm/kGpKxZ75tiace0KRnnvmWFqkz\nPHajsMDwf/kyp3/9i+Sblk4Iwgd1UvT6Gm7/ULQjsOw5ufU7nmZrwPhjGWdPR3T7UqUa0xaeGalJ\ncYlUfE6vWKpBxrASyXQoS+F4tISWZnODUMgU77ibwseuL2d/fhCwCiX+FBS/9nmyr7wlA1bKctlh\nWafSe5C2u5GyVsp7e13ypzeYXI0YvlnhI4WdNZhC4taz53vLGy1oEST5WOobQEg5l0A0RZ5jYHjD\nYUpPfFpJ/v58inuwL5qI4iL9qLpdzn/pKfJNKXy6/C/v0bz51iPXVP7q5yiHEr7EE78kN4s1I5qJ\nlvREQTQX2TGI4fJGuI/sTo6ZlMyuD8k3jLx+QzG45al6F9WenRORKnsjeoX0zDP82oP3LPbOf/3z\nIt567UBSkG0Bm88LyZa0aUfiSP4/7FHtZMx2peQ0ygN27jm/3jbTNRKi9B405BsWU0khWv975+iD\nU+kS1e0QjIajE9z5GBXHmL0dpp/cfcRIv5f4cUKJVWu3PwH+F1+m9+q+1AtUlfRLKEvMxjp6Z0uK\nbaoKPRigrl2meu4S8+c2KdZYzvDBAAAgAElEQVQtg1s1xYalXLOi2V9POX2h3/YYoK0KhPleoBoG\n8l1P0wuUa4F6EJhc9zQd6VGQb2hcrCnXE9E8nI/FQE2mIueNY/T2Jv6K9D/wVqos38kogFRM1j05\nj6qnGV8TqbRtU5HaAQqScy9y4xBEJ/GQLNm+tY977bs0XamO1A46R4FipMSwzeRYVU9LHlJBMg7M\nNzVnn9uTfpc/DD/3KfzPf1pma3zq+Z/qO+z8869QrBnqvZH0aYhiyRz1MpSRXpLufAyDnrTH9x5d\nOjZ++xbBKKpMSs6T80A0le8MBcXIoJtA3VVUPc3kmSF+c42wtynS7zdu4Ge5hBbG4B8ckH37EPXK\niz/V9bxXWIUSPwTuz32G+N4Yd+e+VOC1U5l1tyuFQ0UpHYDWhqisw8lL69RdhW1Lhs+ejrC5uNbl\neixNSfqyE1dD8Qzq3qLqUdG/IeRj0KL51w2c/UKOvZmSbyqajiG77wi9DtypUdevwsExwXlYHwr3\nkEU0qQIFu//iBu/E+9vdHTE0iRRiuUgRn0utxaICs+5KUVY50HROPLoRMVWUB5QLBKNwe5vwYB9T\neYptg23FUDaXtKRUQ0LdVez8T1/Hv/IC5VpM2Lbk6xBNDeoXXsZMK8I3XgPAPPs0049vSOgVJLSZ\n78ZElz9HepjjOhF2XEgp991jIfp+BDQpnD3TYc3tYr5/X5rnbqyhyorQSbBZl7B/RHjyEr4bY6cV\nJDEbXzthfm3AdM8uvabsnqfOFE1HUY6kyMsWUIw0zUsjRt+ZEIzM7pBwpSONb8sS9dZt9LNP0fzZ\nT6P+v/e3EGplGN4B6uVPEH3pj/EhLGsGQllKM5W9bczxGSqJ0TtbzF7Yolgzkl5sOyG5jqjzbO6l\nM9JQU/flJmpSRTQVQo4AvTtSFZmeeqKpTGjSlSdYRfcwpkkD+aakAOfbBtSAzujjxPfHIjceSodo\n5QPVWkzdU/Rvu3ccy2ZeeIbZ9REEIQO9vVjsTctzoMQ4JRNP3VHUXUWUs+RJOvsFfPkPxQn47CcI\nWjG41XD6jBhCbSA9cxQYbBEo1mD8n74snkgD5VCuebpnUbuW5DzGXPk8BKkajc8bvFU0mWQEdBPI\nNy11LyPf0HROEtEWfLxHPLlKelITH8wISuEGCer3H61ZSMaBqq8oNxL04BrxYY6eyORsVTf40zNU\nXzpq2/1z6r0RLhsR3Tsl+9aE7vcSzl/epupp5ruazoGnGijSY2ly42Kpx6h7iuOXBsTTPoMsRY3n\nopQ8O18W04Wbd7H3Y5o/89I7nuv7BatQ4gegP/U85kQ6LNMOfTWDQdvsVONv3pVuyRsjzl/eYbpr\nyTc1yl+ks5QL2FwWW90T17oawOySiHtUw7IOQHnIHjhs4cVAPJjhUgkddBWIx57+HYeLxNOY7mnO\nryeExLYToBThzn3qvZHIhTVML5t3vLZqp98SjpIOVe31LTgPlyiKkSI5FxfZ1JIdaRLFfFt6RS4+\nE4Dwtdewc898y5KcST1Hvq2YbxtsKaFE9+hiZkWTKLr70tfRteIoF8vPYOVzc4kmGIWuAjb35Ota\nPJZY0T30lANFPHHSw0GBjzRnL65x+MU1Dl7JqH/llWUb/AXic9d6MYa6Zzh5aYAfdnH7B4SiQHWk\nK7UqG5FKf/8+0a0j/P198UrOp4y+ep/+7Yr+LUfTVdhcak4WZeLlSEI4gGKkmF7v49YyOd6TT4hn\n2TbrDXmO/e7t5ei89yNWhuEh2CuX0ZMcf3gsrdPrSrbATrpUFpqNNbi0w/SZIXUmCkU7D8vWY2iw\nOXSOPT6G+Y6iGsrN7+NAvhWWDHc0aRuTKCQO14piNyOaNZhKOi4FC3bu2Xy1aXsxyI4eYis32uEx\nemcLlxiCkRtzcPPRIML//KfJtyKatlOScuIFnD2tScZeGPiJp3fftcShwlRirFBg59BkeskxgBSF\nVX1Ntl+DEp2EzeVaJld12zhGiE0XSQZkIae2s4ApIZ5KhiPotvdjAF1JdyYfKfq3a5Izhy3Dkvco\n1iRj4I1ieilCu0A8DgQF+aZl/uIlwp95Cf3SC+gXn6ccGZoueKPof/uE9NRhHrTDcH2Q9GXWEQm7\n8zLl6+wcvbst9RCnp/jjU9JvvkXvrSnxJOASSSdHbWZm0adsQSi7RHH6iQH13kjSypsyhNcX5bLJ\nS/TgHPPMU4/xjv7JsQolWrhf+gzm1Zv4B+dCTLmLactK66WAZf7iJeqelnZpJ57ZjsFUbdoxYXmz\nl0NNvinhRTUKJMdyoysvi9u2Vcr5lsKUGlNLByU7d9Q9iy49LhYSsVgzxFPPxh/XnH4sYnZZ0T3u\n0jufi01JYlAS2w9uu7cx3zrLyH/x4xTrEu4spNBVX6NcYHDT460iOXPkm4a6K23gdBPI12UBShs4\nmG9pmiQj2f08yklLOBcrTOkYfadkfrlL0FIu3j0KJMc1+ne/QfTnP8vxiwndA1n4g5uefFPTPfDL\nfpXRTIxBsKI4DGrR69EQTR2mDMy2JTxBSRq16bRZlTKgbSDbl1Rq3RcjqbuWum+FC5hIpyefJfS+\n/JY0loksajSgeGpT5OMKksOC/IUNUNC9OUPnhUjPi1JG5b11nwEwfbJHnUkVaDz1Ig/XUjdi54E6\niAGeXk3o6QH2rJBW+yenhNJJkd3xiYSOLz7/vmsXt/IYEE8huXEIo4FMXj47b72DdamUPDkVAcuo\nz3TP4o20QyuHGpfS1vm3ysUyUAw1LoF6EKj7QUhFC00WaLI2Lk0kjMh3PZNrmskVw2zHMNuLqDOD\nChBNnXQpcqAa6eHYtJ2UJ5ctqmjnUEaWcmTxFqaXzHKQC4Dqdpf9E20pRqEcinvedBXFSERKrm3a\nGk9lLgWq1V8oSTmqAARoumIMypGhHBiqviLfiskvdbC5J57J9RdDQ3Qg4qtiwzK42bQdpi4arQQN\npvR0DirstCaaNJLFQNz0RWgEMN8yxLMg1zBrW745+bybjmQGbO7RrSfhI8mgxOcNg5uN9MLsQ77X\nlXRiXaEHfUI3pRpYTOHpvnmGmVV0b81I90vm1zLYXCMUJebyrsjd10foO4cM/s336B40VAMJJdJT\nR76pltyNjyQM0w2cPJ+SX+kRRn10L7sY6tPtYoYDlHPw+ffXJKyVxwCErEO4tw/eYzY3ZPpyv487\nPBR+YXcbtz5g9mQPlDDt0VyarC66KaUn0sew7glhV/cgGguPEIx4DSZX+Cjg4oApxHsICuZ7HjtX\n5NuQ3dWYIuBthHIQTx3R1FENjPRprBZGJRAGmfQkyES92HQUxSbUP/dxzG+L0q54+RrlyNA5bijW\nRMkonaOF6+iMRXdQDqRgSG52g6mFbUfJ+S/6LKoQKEYSfugGsns1890I5RUuhrLtG1FnimpvQPW8\n6AhcrKi7GuWgXJMZEiDGMTqYMPnEBmVfE+XSli45cxiraDoal2o6Jw4XtSFH7Zf9HutM03TUUpWJ\nbhvcRgr7b78pw3n/4ivLzzrfMHT7HQkRrUXNcvp/7HDffYOH53opoPvKi5x+ao3+IEV963WpiclL\nwrAPkaXzxhFNZ5t8XVP1Lb27Hh9JyBK0ZGnKvmhKzp6KiE+6WOfRvUya0oCkUO8fYKd9wjNP4V5/\n87278f8EfOQFTvbyJZq795bNWgHQBrM+aofFpsyf26YcWaqBfOGqgbpteR6UIhkLwXb6vKJ/E+bb\nF82yfSJGIGhwSUB5RTwWfYJuwBTCNwQNxaa0ags2kN3WRHPhAppU4RPpkuwSOc7Gq8IJ9P/ogNnz\nWxx9MqLuB7r3FfPdQDxWbH+9xMUaWziml2KZF9G2QGtSRedIXGDxKGDwVsX0iiitknMnLeNLab4a\nzWUn7pw4fCQ9GQHyTU3n0C+P4a1idkmR3Q+s/ZOvEeqK8lc/x/lTEboKdI7F+2jajtamCq0nooWU\njJS45m3aFViqQZWT3di1MyoI4kXZIhBPHUGLN7M4fjy54EjqTDprJ2eB0R+dEV6/8bYJ23/qfXLt\nKn6Yoe4dwtY6OA8nZ6goorm6RbmZMtu12HzxfkqKx0roHEmtxWzPMHqjJr03QZ9MCGWFOzxcNrOx\n168R5rkMEnoMWAmcfkTYa1elPZk2F0YBMGtDIaHimOrKOtPLEVVfwodqoPAxRJPA7LIIeeKJ6AE6\nB4piQxaadqJedDG49EKvEHSg6YLrhDYTIO6wiyE+U2gHulbML4uLXKwrJk958p1AueFpeh5TKmkE\naxXjl3bwkSKaIbl/A9rJ4JiT56QashrYJTFZ9yTrEE8ki+AtS/Ls7GMxLpEFnq+bZRoTRUsQwuSK\nkUarrSHI7jtc0u6QTh7r3xKOgpeeFXWmkbg7mge0C5jcLw3UgtVfGJUolwyELSSzo5zs9L5NtEja\nM5CcNdSZeBiL7MDCCHgD0dwTTYWENaUnPW5kvoaC0Ilk1/4x0Ny8jf/D75B/9rrUrBgtoWddY968\nR3p/jovFm6QNg0wu5153lYRvVWBy2VJvdHFbIyhLdL+PThPslcuE6Vzmgep3ziq9l/jIGgb9qedx\n6wP82flFN+AkWTLV4doeoZOQ7yYU62L5k7GXkW6RCFxG34X0XNqI1T1FnYkhqEbCLdR9yTwkp4p8\nZ+H+KppMwoqgJP8tO6DsjHaqiMaKYALTa55qGNCVGCVdKuxUU4085Qiqvma2I7G1zGKQNF98KgKl\naBZoupr5tlmy5clpYL4tC3uhTVj0lEzGkilYhCXpqWu5jtDOoJCeEC6VxamcnAO04VJPuiaF9r6e\nX+5y9ueeounotxnQJpN2dTb3dPZLbO7J7pbyfu6i1b2EH2I46q4Yj3gsxyiHpvWoAtHUEY2l8Ek3\nwpFEUyFx0VBsRJRrFh+JF+Gtxp3+ZJOl4n/9B5ijMeXegHp3KN7D1jp6mjN6o8K2nbVsLt6QclLZ\nqlw7/yOG6eUYc3iGGg7QG2v4osQdyiStMJ1hL+3+dDf3u4CPJMdgNjfg7oEU0Dw0MVqPhiglk5yr\n9Q7zjw+o+orhDUc50Mz2zDLNl55KjcF8y4gsdiSLMR6Db4dAL8RC1bBdqFOoRmDm0v1IO6i9MP7R\nWBZXNBWi0tzTpMeySE5elFSnKYRdN4WW12aKYgtcEhNPAt37kjaNJ4FQQr6jaMaa7MCTb2h01YqP\nnJGQpU23yVwGyLuygE0plZSLDssatfRunJfjN4l4N8nYS2wfJCTwVpGeOIn9U2Htg4Z8W9M51pR9\nCb1cqujeLSg3UuLTisn1DvHEiyfQN0tNgC1EnJQdXOghojwQjx11X7po+1i4l6YXY+dePJI2PCEE\nTOmpeppiTWEqTfdGiX94EvePiebmbWzby2Lyn32BzoMCXXs6r94hOVhj+vSQfF0KyJpUUWeSrejd\nlc2hSRUHv/IEa9+eY4+n0s+hLGV0YVVJ+7mfcabiI+cx6G4X1e/hjk/ky2g7HZvBQKrjlIL1IfPd\nCBfLIijWND4GXQkjLjJYiW/rTFSJTdbWODzjiCYKb6AatdOfphCNNdUQCJLStIUSMjJux8kNoe7L\nP4DOYRCCrw5EE0V2S/Oxf3zCpb/379n7UoE3MHkyoEuoe6KX0C0LLnyGajtGS8MWmwfZzbX0F2g6\nwqBXfQktdC2eg6kkWxFabcVCCuxN6ya3MLXshNHUL3d13YjXUKyZZSVm02mzAxMJS9IzWeBBw/jp\njGhSo4K8r0sUdc/QJNKOTgUxDP27oq0QUle4iPOnIlFAJu0ULaMoNqxMwTKKfCtqdRMKl0g9hy1C\nq+H4yY3CD6L7f34Fl1r02Qy3t4k+HpO9NRVyel23sz/ks55v63YWpxjZyZMdQhxhdrelFWB7Xm48\nRj04xHzs+rt2nj8uPnKGQfV7hLPxI4+78RiiiDDoMb8+Wu5YixoCuPiZPaixc5HFRtNANQrEZ7IQ\n42PN/JJbPtfHgXI94JNAMEEMgQKTQ/dBIDmVWgWZEyHvUWwGypHCRbLbDG549v7e7+Ne+y54h/nt\nr9M5CAxfh+6+uP9NFpg8yVKclJwFTM6SCNO1/FQhkG9q8Sra3gpBi/cQTwN1Z9FDQS09HoKkD3v3\n/TJMqDuKoJS0am/5gXxD07svKk5vhY9ZjMNrOq2ASUHTkYaz3f2a+aWUehBTZZr4rGG2K2/g2kE6\nnf1SvJVIeAdTBaKZJ55IyKBdy1XEcsxlCXubXiWIwWs6Uh+ifEBN83fvhgoB+2++hnv9TcI3XqO5\ne4/wjdfo3SshSFo2mgY5ryAGdiEPb1LF7OkBRBaddVqyu4MZDGR6+fGZDC7+GeAjFUrYa1cfbWem\nDWZrA6U1bnvI2QuyZQclN1Q5amsguuKudo4ds72IpgNVH5pdyVLku47oXNN0AyZv6/dztYzttZMF\n53TAzmhz8UJi6hq6lbRKm13S6ErRdGByTeMiyN5hltf27x0yf2qNpqvpnAQmlyyTpz2cqWW5dnrm\nya2cy+SaZvS6I18z2FxG1dl5ID0TQ7HoGqUcnD+l2fpmTTkyS0ITJBVpC+SGb0U9LpbFGU88QWvG\nT5o23SokLUAeiSzczhTpyaLhSWB2KSI9dRTrFu0CrmOIxwFbemoj8zTGT3Xe1qciaEkHequIp27J\nk6gmoDSUQ0OsvBiWVBPNPSrIZ60aSE7qi6HC7wLUKy8S/uDVRx7Xv/MNNn5HStwnVyzdA0kL1z0x\n0vFE7i0fGexsg07dwLmMAAxVJZ7sfI4xGnv1iswheQ/xkfEY1Oc+eTHUdPGYtUI8+kDIOkyv9yQd\nFivimYQBupHdqkll2KtLJExwsZCIhLbF2Uw+St2IAfFJwHXa+gkFTSfgkkVqrp3erNrYPRVeASA5\nCa3MWtSRC6bf7u687XrKy0N8cuHaD241ZLf1clo0yOJ3MZRrAW9g/ISscG/EMC2mXC06UJcDET5d\n/a0J+aZd9lRYeD+6DR+CFg9AOamF0BUUa/Le8Vlgcl1Co8V5uFiuv+lxMU6v7e1QZ0Z2/LazVZR7\nyoFpuQkJexZ/I4iRLYdtKrfddYOBamBwiV4O7fWRwuaSRi0HhtmeKBHtuFi22/tRobMM84nnMB9/\n9u33VBSj5xXFr33+h742+c2vYqo2DFMXnazqTH6PZoFqaKme3IIru9JYdlGPoo20oLPvfZbiI+Ex\nqCRBn8+XY+AAqXZzTozDsEf5xLqoA/N2epKRwqHFl9m7K4ui7gqRtNiVfRywU03QkjZzNoAVgtGU\nCpeGVgKtqEaeaCJeRNOF9DAsTbNLFN7Ke6fHgXxbdvSF8Zh84RqmuIqdNeS7iSj+EpFSB6UoNjSD\nW47ZtqZcU8wuKzr7UrtgCxlrHwzMrii699o0oGGZWvVG4nmXKPLdjoia1qRxrGsLv2wVUKXE9QuB\nkYtbjqWr0CWUawBtPUghRsGUYjB9LBLw7H7bEr8t5+7dc9gcUVMOFfE4LEVLLhZdgwqQrwu/kJ4G\nTCUE5nzLkJ5eKDNN5TEBaZSihChZGKP+nRp170g6bf0YOPhrnyKaBuKZRz/5OeLzGh9rZnuxdN3e\nMIRf/zydf/7OTVhG351z9lyX4GG+q0hOxAMSgZboHap+StY1pG8ZcI7gAe+kO1gUL4V37xU+Eh6D\n7mXw4FCKVxZstHfoJEFvrFNdWWO+E1H2ZYeKp24pTjGlpOg6x81Sfgssq/sW6UPJyyuiqcbOFaYS\no6BrWSDBBNKDi9SeS6BcF+IvmgXicyECAaLcE00kw2BK2fnnmwY7d7iulUzF8xZTB+nJ2GmNTapI\nxoHOQSA5kRi/7stiTU4D9UCM0flzcoO6SLWl1eL1eCt8QNWX5io2l3Mz7YzauivPd2n7e6bINzVn\nLwRMHqhGEM0hPVRkd0UrYUrxiMoNj53J+8z2FL37rv1cZWG5uP3sx5IlCUrOL7RdqZtEMbhV07/r\nMFWgymTSVP9ug4vFi/NWDHo5lBCoWFOcPWUo1xTr33VEkxq8k4KpHxU/9ymSs8D6149JDyt8rFC1\nQxdumTb1Ecx2fviurr70LQY3S0wVGNzwS2LWtdkrGeILdd+gLu1I451+f/l6d3SESpJHqkYfJz70\nhsFeviTTnaqLZoqLcEL1+4TdDc6vJ7hY0Tn12Jmj6ptlsxDVhNYgaKkr6EE9DLg0YOYicTa5CIWa\nTsCb0N7MgaYvFZYEhS7bYqFxm56citFp0ra3YhlIxhfeSmhv9KZL244d5nsJdSY34M5XizZrIKnD\noC9ky+m5Z3CroXfXE03kvYotmeoUtCK7LUSY60ilo2vJwWJdtXoMdXHTxqL7R4lHsdA/+Eh2/6Ch\nd1P6TXgrIcTgLcfa6wWb35iy9r2G5ASG31Wt6yzHPXnOkG9IMZqpAuVABFvJ2JOehLbWQDIJupb3\nzTekmrPptArOwIUYqgxLYZFu2l6UrdgsGgeS05ro9rEUL/0pal+7u8P0L3+B+ldeodhKye4WuG+/\njj2d0/vemcygeP0OyaQVciHf5fwvfeGHHtP8268vMzymbD/X+ELdiYL5pqbeHcp8z6J8m9DJjyeE\nqsbsbP8pd/y7gw91KGE2N/DjySMDV4NzYjA6CacvDtENdI4aonnD5GrC9LKWBdVOkZ7uScxbtA1T\nvAHjRL2omrY3oxWDoJykIKOphqkGL39rEhEvNT0e4iWEfXeRWnIR0Sww39HLFmKmkJ0l3xXvws6F\nG5hejrFloHNQy+9FgDnLsmpvxbikp9KeLRorZlcUTRcu/buS8bWYJlPM9wJ22sq0+63cu3fRwHYh\nNmpSiGbCR4AQm9EU4pmkK71RTK4ruvdb41F7gtEkJyWXX31AiCNCNyG/lNF0NLMdIx2a9hSqEaM1\nfcIQnwshu6h9mG9pceOnfqmunFw2bQ+LRUGYfIbeyufYxOKim0KyAtu/e0C4+wC3mCZ+809uSNs8\nIS3yzP9P3pvGWJqd932/c8673q1u7dVdvc/0bFykoUSKFGlbshxvsS04QWTACGznQ4wkMJAECRDD\nyOfAnwIYCBzHiQHbcBInSCzYSbzIki1LkEWKpLgNOeRsPb137Xd/13NOPjznvjUjUpREUTZGeoFB\n91RX3brLe57znP/zX1Yt2eMC+/VvEd2+ic1jUIpmI2b5E3cZ/+oxbqNHtZ0xvR1TbRrqP/cpdOMZ\n/e+f/bbHHX/hiOMfPwAn3Vi9IUey0X1LsaXxESxuZGxUm5jISF7mdI5vatxigW4aYUb+G7h+d3cM\nbYubz7u2TEVSB83ONvZgk+VLuyL11ZBeVDT9iGqsiZeXmQnr+bfNBGxUPngiBkqwj2XnSiYa3cj3\neAMu9kRzJV/rCfDoIzFoWY8Hyz1POhcMQrm1bsITLWXHxEu3gAbVSFaDsnJ88FoWY7UZMbpfEZWS\n+UDYRVd7mmQhjEiQjsGmMsJMPv8Gw4c1y2u+M0mpNy47FBdLV6Bc8BuwwqvAS8Ds6GHL4HHFxtsr\n2lSxuKaZ35RisrgO5y8bjn6kz70/3ePJ7+9z8mOH4D3uy9+g/9UnxAvL+J2G3pHDFGF01wMXecpd\nTz1W1EM5HvSObae0XHcIw8cW03jKsREfSitck2qsWBwqyh353s03W/Z/7glczNDDgRDYZssunPY7\nXfUf/TjVdkY6tTTDGBWSrNp79yWO8AuvCRZVOuxmH9uPsbnkbODl+La8qqn++Me/7bHtW/dIp/Ke\nL25IkW0GonBdA871UHHyMXGTsqdn+LbBjEby/pUlpClmvPF9WyK/3vW7tmMw21uiXIMu/8G3rbyp\ncQRBmbfW9Ze7mSRLBxNTUjnXmsZ3DkxtTxZHtBLNg64vZ9IugmSqcIWiGTqZV/fXEwZFdqIo9oMm\nYhrac2B2S4s3g5ffu9rRwiGAQD0OwF8pN522UgBWu0Z0FRaK3bhLxXYx+DpQl4PZyfKq5FImU0U9\n9sz+6CvisjSX6cm66xGfRSFqtT1FvFAdQYnAflztyzhytSMeEas9jVvbtm0Kn6MZCbeDKxWrPGF5\ny7O4fkB6dkC5A+kEtr5RMbxfMbwPFy/2aXOICgEo6w0BHcX7Uo4oURl0HVaYjBcvxLSZvP7VFUN+\n7KlG0jEkE8/mt2riixJ/MQHnsauVGNvsXIXv0jC0uab3tBBqdiVBMr/2Ss8q2p7E/NXDmNWOCWQv\nT7UpI9mLF2IO/vG3P/748085/vGrbL9mQ6r35eSn3BKx2uBJS3NlTJQl+EfPcMGdXCUJ7nyCuXYF\nJt8bpfs3e/2uLAxrw1ZBpeUyO9sSL9bvQ2tZPDeg2pBuYfv1kmYQsTyQD8oEhmNUhqKxc/k42oq6\nsesajBxZ277DlaJzsH3H4O2IesPL0SL2LA994Msr6k0v2ocaym2P3ghchzpYg+1ZlFPkT8Xvod7y\n+InqxnoulhsIwpjPCerujQpFSpHOLJM7kThEeSgOLb1HhmSqePrvtphjkUCbQn7GuxAMM1foOrAo\nm4AnpMHiPpbFr6xYmy2vmY5EhIfhu4rpSxbVKsyVFXFssfstWnuiA0vrFbaMmdWG2d2YF/+nJe04\nI1k4dv/VU9p3H9D+xA9hSsvsViY+C0Mpom0PUIp6A6KFEV6CF77J2mp/eN8xvF8QnczFq8JoyHPc\n7hi9qlCLFe3rb37Xe8fUjmorpXd/JmIpKxkivqnhEx+h3MuxmaLc0HAzYfxOxfb/ItMI9eqHOP/o\nSCznS0907fDbcjTae/fZNZqnf+SKTIVaOcL1jjybbzQsrkasdiLaXDNcNagsA+dwyyW618PZFT6O\niO7c+nVdwL8f1+/KwqCuXUE/eCzmm4HybE/PiA72RWL9ygui+Z+KXLfNDMV2RO8oTAa8jNlWoVAo\nKwrJaKnxkReuQiNf07WoIfO57GjVpic5NdQjT7RUoqIM3UQz8p0MW7VrEZOn2rNkTyJcEkZrtSI7\n0dhcGJK6kcXhNMyvRSQLz/gffBn76ovMb+cUW1os5UIxi5dO6NoDmRLYFLJnJpC2IHs7DXwKL5qN\nRnVHGVmE8tybkdCxfYT4g1MAACAASURBVGBA+kjGri4OisfYo8J74RLpqnzsifcKBr2S+VIMSZzV\n1HXE5mjF6t4IP2rRrZi3Xrycg4dRZIhu38TcPwdj2JyWlNeGRMuWZhDR9iURq/csMB0jGZEOnrTo\nypG/c4aPDJyc44uC9tUXxf59M2F6K2L4yDL6/CNUFHX3xHe61vqO2ctj4oUjW2dPvPAcp68MyM9s\nx4rtnVnSbz7B9fvozTHuW/fYKQ9Z3R5jM/3rhuvYt+4Rf/pA8KpIycRooJin4lzVjBQu0WTjjCQ8\nhIoT7MWFsCIfPUXt72LGG9jfoc7hNywMSqnrwN8FDgAH/E3v/V9TSm0B/wdwC3gX+Cnv/YVSSgF/\nDfjjwAr4C977f2P5XGZ3V3IdB33ceu6rROTjqxr/6R+k7EeCZgfvQ92IQekaV1iDbaqF1b6AffmR\nCpJkJciMlza3zXwwB1mDjqKMXJN7dCNFoLjZkN+PsamnzTzxMuARGvr3IgEbvYBw6YXkPkYLaf1N\npWT8OJQpQjL3qH4P3boOrxBzEjBz4Qisqdz1SM7u0UoWOp7OJEZ5wS7qjXDkKeSGTy/CmBRFsedI\nptJdxHMpMi6WYqKr8F6sJdQpqFphH/U430gwuSXNaop5RtoPNnlWER/HbL/maYYxupbpg89SiZCz\nTjQDaUT+zjmqqIizBDfKZUw4L7BbA9phSrGX0OYaNzQUuwekM0u61cfMK1xmKHZi5jcMy1cLyp0c\n3RyS/b+//jlCf/SlzkjXlKL+xDn0h19idWOIV0ICyy4sm7/0lObGDvZwh/lnbjL61hStFLaXkD9e\noO4/eZ/xy6+9koVj1dNyhEKKr3IBgw4OVYvDhM2LHfRkQfvwCSqEJKMUnJ6j+z3g31JhAFrgv/Le\n/6pSagh8USn1z4G/APyc9/6vKqX+MvCXgf8G+GPA3fDfjwD/Y/jz38jl97dxwYRDZxmuLFHRJaFF\nNZbFlZxk4YhKh6ks5y+mXaL0WibroxDXXsvNXG3LwlMt9J4qyt1AXCqVAIObooWIlmGhNgGTQIpD\nfCL8g3SigiGL7whQq2uW/KlB1TKpWNwQoxWXyCTDR8HYJSg7m4FCbYyY3emLfDkVcDSZOcpNTe/E\nMXlOU2+EUFknfAZTKHzku1GfrqWI6Tb4Q5TB2j4P+EYD6VlwkM7k+WbnnsUAqh1HMtGix0C6CVWJ\norEdB2FaZCmLhHxYspplDPIKu1Oz908l3Fd5ObY1A8WTn9hi71cL4mdTZj+wh26DI5MCUzhM5Wh7\nhqY/7qYTg3eXPP7xYcfMnGuNS2Kykz75mQv0bDAPMpIZZMe/MRW6/0wUnvXQkP/CN2Wi9do3iXY+\nxvitlmhaUFwfSpr1G49p715l4+sXuLfvU3/iFYp90X1sfuX17/p7xJlbKObxwkuBWPnOlZuwQRXX\nBvTP58K/qEKp8V6mFP3ed/0dv53rNywM3vunwNPw97lS6nXgEPhJ4MfCt/0d4OeRwvCTwN/1Yg31\nWaXUWCl1JTzO7+hlXnwe+9o3ZfqgTefGC2C2N/FbG6wO5c10sSJ9WGL7Ehmva7m5XaABe7Wm/wIE\nV2UVMIIxXXudnUK5LUcFvCxm5T3xTIqJjM+8AGuRLLDsVBbqmj2pK8XqRks8MVRjGQt2u7KFNvWA\n6CdcLMDgoz95Fd3C4ImVVOwMil1pgxdXhLFpajo/h7X5rLLhcRLpJJSVf4sX0qWAIjsLLM/heuYu\nAGqbQ9tXeOUZviP4h02CA5UnvD5HNGjI8prlNGe8taBuI8ZbS2bLjHxYsbySEpWaeqjFoyExxHja\nnsGM8o5g1eZrMZfpPovsXIrtxr0GfuVrjK//COcvG5Kgi6sjWF6DdKo4/Pk5qmqwwwyzqFD3Hn/X\nXVy1ku0R/8wXiEFk0Ot/s2LsmmyIanP+wphspyfenwdD7K2Pcv5STFQIE3X+Zz7JxtcnqKqmurFJ\nuR3Tf1QweUHuv7YnHhsQjkV9wXqiypFdiBN201fEK4XbHqHP+93YXcXSjvqyJLpy8B0zRH67129p\nXKmUugW8CnwO2F8v9vDnmnlxCLxXqfQofO13/FJVLdMIuGQ4KiUU2DSh2e6z2tUkS0cytbg0otyO\nu5Ge13QfVrW1pjyvFYZKdvFIDF1BdvPVfvjZSBB+lwifYXXoMIUcI6Kl0IWjAlSrqDekpde1/Ft6\npskfRYHSK+SoaKlo+p56JI9XbUvvH61UR2euR7Da0x3DsRlCvSEdSZt78iOFstIltL3gJhWARK+g\n2XS42ONS+f/hPWiGnmoTFrecdAFORrL1ONCotRQsmwWqcyMLuBl6qi1HdmxQD3JW744wiWWxzCjL\nmNksJ4osxXGPegTT2xGrfSlg2npWB0HyrkVzsfOP3+LgF887HofN6XIoXGAczv7sJ5neFu6DzWTH\nTSdhFLylqTdT0V88OEU9OvquY0oAO0iFHPVDH0L/4CuU/86rmA+9CEDbMwweV/TfmQQzGY+LNG0/\nIlrUXLwYY0oZKbd96YR8bLBv38eUluysQf3rr7D5t3+Zrdfm2JSOHIUWLEl0LqKAtQmgxAjHG4Xe\nHMsxOQChvqlxRdlN3r7f12/6UZVSA+D/Bv4L7/1MvQfx/7Xf+h2+9m1UM6XUXwT+IkDGb78liq5f\n65Kn1XveLLOzI09gtsDFeyI3VtB754Li1pi6L7UxP3Os9iU4ptySBU1QRsooz1Nuy1gungYiTXB8\nXrf42WkgDBUKUyrqzVAcHBRXLMlEiEvSXUg73ww8Jjg0RUvVYQM2vTzzNwMB+boOo1mj9DLClPm5\nFKz8mQ4dB0xfscTnusNETOALmFIWUnJqRNjlBF9ZXIf0PPA6znS3KF3saQeWaBV1BK42WJjZVJ6T\nqYJ3pIFoLsXLPciJ785QClazjLqKu/cUBcOHYvLitWL/8w31UNMMenLezlJRHhbSXkeFpxrr4E3Z\nkv/TL+ObmlH4nJs//MMc/XBC2xPAdHndU+wlRMU24zfHDO4v0dMxqrW4p0fv6ya761e+hv2Tn6A8\n6ImHQ+EkxHZ3l95rT2gfC26Q17dpDsecv5jhIsUweF/YTAp7MvP0fvpz3U1fbSXvs/T3X3iNK18Q\nTGP20phiS8bQ69FwVGoGz1pm1yPRUmxm5I8DYOpdVxyUMRAZ9A++gvvyN37ba+i912+qMCilYqQo\n/K/e+38Qvny0PiIopa4AawfLR8D19/z4NeDbQga9938T+JsgZrDf4/O/fLz5vENo34c6VxVqa0xz\nZZNiL6YZKPrPHNXhRlDkrZl9ivxEWHxRQTjzIZz9XBavNz5oIOShdSWdgEs8GsXkwy3ZswiXQLVr\niaa6W8z5U0Pb99i+w89NZ4seFYriesPgjVh2mkpGh6JdEEKVdCrraYGM56ot0JUUqnpDHqf3LPgN\n9qU9zR8ZUW5q3+VZJNPgMm0D+BgWuk2lKKzTsdaqz6iA9AJ0HXVsSCkknmYo5C1TyZhzeUN0FdFC\nTGgiC+4rG9SbDozHjiA9ijrpdn5ckzyZ4oYZPjZBd5JQPqd4/KdvMH67Ye/nn8hM/3gm6dHrz/jX\nfP7xz3yBm7+ywewnXmJ+w6BrWWSrK46jsabpD8lP82AEc5XB45roX3zx2+6j9Lzm/KUcH0H/macd\nZbBxDWUd0XIpv19rkreOMLdvsve5C4prA0wlobfTuzB++/0HlrVs/ddeqnVMbwdV6kw2mDUBLj2r\n0AdRIJ9F5Erh53MZxc/nqDTFFQXu3n2iw6vrRvf7dv1mphIK+FvA6977//49//SPgD8P/NXw5z98\nz9f/klLq7yOg4/R3HF/Q5juPbbSBOMIvC1y6I0SZlRBkbK5pesFdZ+kvU5xLUTY2I2mZozAulPQo\nRRSs11QbgmMKwAlAmJ1GQoTKPb0HJqgP5YjRbASi0kKLacowTAgqRXIkUwndQDX2JFNp/6MiaBYC\nT2F4X1FuQbErI08XQ2MuC8R6EiJ5DWG+r8GacGwpCTiF/L/y8pzSJ6J7UOEo0wzkuflMQNhqS74v\nnkvRiVaKdhDA1kK6ndVVhwqTCpd4+TOwQvMjUUXG7xgBeMN7bcoWtSwwdSMghVJgtlEuwlSe9P/7\nPC2g7t3HAvoHXsZc2cP+OlwE9/x1lIP8xHXK2PxYS/GOPPPrUUgDB5sl7My+3UtB/dKX4aVPkU6l\nmPpIkxzNmb+0RZI9T9sTKnc1NAwe1bivvI7Z+SGiMBbuP1IMv/S0CxSObt3g4m7EYHtLuDUgCdsX\nFzTbfbKzcB8Evkm1qUBp4o2EbOIuDXOvbmPyDIoSZrP3O1x/Hx2puvfhN7KPV0p9BvhF4Gt0J3D+\nCoIz/J/ADeAB8B94789DIfkfgD+KjCv/I+/9F77b7/jt2seb3V3cbIaKom/TRZidbfzVXcqrQ5qB\nJlo68sdzTj6x2Z1Z1846uoFmdCkSkumEAHRtz9NuNyRP4671d8llW972HfFMePvrc7duIT/2rPZl\nrOdiOcbEy8BjcGGhpgIQrseJLvXoUok5bPCHFOnw5SlN1J3C8BH1phCv6h3L8E2xMa82VTfO7Nr8\n5fqsHkBDJcec9NTIzZ1LVwGiylwH8NYbjvRM02ysR7wC2NZjOYpEZXhuQVuRnkv7X+6KPkM1wng8\n+MVziYyPFRuvTdCrkvaddzEv34XWouqGd//sdTbuOYZ///16A/PyXeEIpJreT3+u+3r1xz5OsRux\nvBJcp8LorxnIGDk7gXYgBXSNjajgcxGvPMMHDck/e/8tGt25xdmPHnTpUsrK9MCmIgtfXJOJwvCh\nJT1vSR9NmH1kh+UV0XHkRzXVVixZHiPF8JElO6lphlE3RamH4iOaTP2l4CtQ0AdPW9pcU43EaHj8\ndkP+xXdFin1+Ad6LGNA50Bq9Of4N079/K/bxvytyJaKb1/GzBRgtYTGR5DqqLIUowt3YZ/p8X8xL\nzxviWc3pDw7CwpTdfp0AXW6r7tycnYqf4lpPsAbeqm2HWQlleH0k6D/xTF6Sm68ZO3qP5LjgYgIZ\nKjAd9y3RUneW7cqqbuf24bjQjizKKpJTI4UmBODa/BIPWHsoKE/nHZlMVKfEdKmoPtWaqdnILq8b\nwTLWjtHKCWCmG+EhVJsyUfERXUycVwJA2lRo2/1HAnDq+rIrSKaB++EITtrymlSYLngNg0ee/FQC\nbaoNRTbxjL45QZ/PITJMPnGV/qOCxY1cCrb1DB9U2NzQ5pr59YjxmzU+UuKF+TNfwP2BVyl2pVVq\neqKXaHMp6r0jATX7T3xXLDbfKKhHseguMgnaUdaTTh29BzPcV99vwGr297j4g3dYXtVBAk/nwKSs\nZGlKQLD8/nqgOr9HF8n35eeyo+tK7POdUSwPIuqxSN57x/K5Jou15Fx+x+hBzcXdBN3A5hsl8dEM\nn8X4b91Dpyl2Pu8KhIqi90UgfKfr91auxCc/Snv/IfbiQopCnIDSuOVSKut4xPKaxLQ1uQKt8LG4\nC6/lxdmZp3fkQmIxNBvSwrX99TlcFke0UhRXWpKJJr241DugYH4Leo+DeOdr+nJncjIyrLctLvXk\nT43oCQY+HFFEq2Az4TboClSj8KklmclibHsCdOpGEa1kZ46WMsrsPwrS73C0KG7VXdExVcAlVirs\n4gHA1NItzJ4X8DKZhdi8GNIz4TLI7/UCjlZS8PDyGPWGFLpm6Inn4Iyn2vSkF579z1dES09+Ep53\nLoVCtzC7I53T8P6Ktcx48uExzfUd8J7eUUU7iBm9vaTaEG+I+Y2U2U0Jq+k/s/hIVJTOKIqf/ATl\nVoJuPflJjbLia5GfCNt0dSCYS7klKdxR6VlczyBYwM0PJUQIBbNbEdVeX/QU77ns0TGbXzkPTlgC\nmKYT8XEcPmzQrWRwLK6akG9BF+yzjiz0SgqZD14R56/EFPtSFKIiBNK0MLkr5sLFvqLtKVZ7sRTs\nILknjlDWo0M40to+wK1WqOFA3M+/T9cHmhIdXTmAR2fYNJUzlzaoJMYVZfcB+zgKM31PMrckFxXV\ndiZnbu9xraj42pA9aVPIjkP2ZF9IPetd2yvoPYxoRh7VyE23Trheg3XphWJ1IF+vtmQnMZUivTDy\nPbkcTeKFLNZoGfwZlop6BBKsagQDGcgEQ1ko9gnHDDr3n/4jKLekYLlEClj+biK7d3CvjpbCpmx7\ncixYh8iW256NN+RmrzdUcHoSItUavJQuRByy4wUUB1JkdA3JhRx15i80DN6MaUbSbZU7MRv3aqrN\nCN0aNu5ZprdFUxGtYHYjIhsYoQB/uEItI+bX+1z9BYhPV7DVw0Wa0cOWi+cj7EoMXOsN8W+oR3Lk\nETPbyyPB6YejzlhHJkmect9iCk3/kRZAOfhOzG+I8CuZh9cZKbJzR7kdM/sPP0Z+7jC1I/+XX0fv\n79KMc/Z+tcZmmmLLBJasIlq2JP/sC91M7ew//pSEEC2kSOtWMApwVBtRZ6y7lq6v3a1cSN9Kpob8\n1NEsQtIWsjFJII+n2cyxmSGfyXHZLZeyBpJY3MmuH8D3yeXpA10YfNNAWeGrCjMa4Yoy/H0gseNK\nUe31qUY6cAQUqIzFQUS1pbrRXz1SYqd2IBFv9ShQfGOo9xuyJzGD+57lNVkUJpz/bRowhhzswOPH\n8ryi5aX7hm4Cq1ALVpCeS5fSDGUEqZQsdsmVCMeBNNCLnaDq+ZFkQqhWjghtz5M/U6yuyPEmO1XU\nAXiUbEgujyCRPD+AxTVhOUZLsVif3vUkExi/LVFuNpWOZHmoiEqFr+nO7OWOJzvR4WgihbDteZLj\nSLCQI3nfqqFicSUlXno27lmiwjF4LL4KNhPyUZvrDihl2FBtCR8gfjAnOZtQfPQ6g29d0OTbLK5r\nVKs4vSX4SDwTbKftCYckO1cd7Vs36nKapCGaG9qRZXkIG2/I4muGRtyeEimWXklHYWrF4poPo17N\n8JGHOzdYHQ4wtWPyfEJUeBbXFdd+vkD/qy992/24/T//MjuvfoiTj4+owsg7P3Wdw5S8Z0GXUtA5\nY1UjRTKH4SMrDlojRbWp6D8RMCJeiFmNSwzJJKRuD4diPqR1Z3BsxqPvSuD6rVwf6MKghgPso6eY\n3V3JAAyXb1r0YoX3HpdsY8NuOngsfo9R5XHzIGkOPIU2l0ix1dWAyBu5aZLjiKbvWV1RnTnq+swf\nFVL1VYvoCcKkwkeAQ3wdjHzvemfQAUtILi5t3pKp7NTKijZi7fRkM+ETKA/Dd2VBrg7F+6HaEmxB\n+WCwEiYX2sL8qiWeaeKZgkjaeWWlK7GZtNk+kqmCbhTJTNK00qklmSmqcSSsxkwAU+OC6vPAkpxr\nKXwK+o/h/ENSNNZWd2fXLb2HIRLPa1IF2bml2JbXEc8FLF3cllvYLyNs5im3Y+LDbZQNuRNJxPj1\nGau9MT6S90OtFaDhfe0/kfckXgBeiEV4KHfFlr/cFeap3W6oRyk2NZeTkmMJ3nUhrdwlcPA5x/SO\nYXEDdr5a0W7nRKUlmlbkpwmLa5rxm+47FoXuMmKv5xJJJlvtava+XKBqx+pqhp+ozhav7ck9iFcC\nUIdRczINpLmglvVKMkK1NWRvT/FrgN1aARy1QecZPD3GvHz3153a/FauD3Rh8LM5Ko7wwW+h+3pQ\nVbr5gnJLbNp0mAIoLwpKH4xC21x8A12kKPblpl8nSq8zINY4gSnD2bEOBKO1UGkcFJMQjFrk/xsT\nsiYmimLPYwcO29NCAArkoGRKd4RYFxYcMi6tRMxkc5i8JMchXV2SoKJSOAydn4KGNob+fdMtbJt5\n2oFMTEwIuTEVDO/D/LqmHnvOX4rlBnWGZhiQ+zLIwJV0N8mFovfI0PZ8h54vr0qb7xIpILbvIHKs\nnq8xect8ltC7H3HwKy1X/uU5z35si2osrzWeapglxDNpu09f9VQbAwZPLc8+Ydj/4pDhZ+8zfmfA\n9JaMc33orqp1oU0CuWvsLyc2Svgla0lz70HE6vngs2ikAJtKANdqSzrEti9s02JLs/GOZesbjmha\nMn9hjPLrRQrX/6+H3x4/8J7r3n/3KUb3oNiR45spYedrVVdIRi8+T7M35OKFrDv6eSXpZHgpeGvj\nmvVxo+mHr5dQbBrSGztEXzwD58TMOE7kz0FfRpn6+wMbfqDBR3t2jlutvjOLDdA3r+FCmKsYroiz\nrymFjroOTq2Hmvk1I7tZFcaQgbQTLVQXJuNiAenKPfEudIEolJ6J3uAye1J3O6OM9qTIpMeGaKEC\ndRpQXnZOdQnuDd8VTEKSsQOrshWSU7QIhSKYzBa7Ivt2iSDk5Y4PobaBX6FClsOxIZ6p8LrltdUj\n1aVsu0jQ9vkdRzINYGgK7eCSsKSDuXbvqYTWehPcoYeO9mqFubbCDBtoNdQa9UjOL9WOY3GYoMqK\nZOa7UW4yVWSnIYxXQTOyAoYONMN3YblnmH76FrqR3My2J51OtJCjwnrqgILsTHVnd12tCWtSkLMz\nT/Yg6TaHtbTdpfL5VlsC+qYTAfyOfkSYoi6LGLw5JT1rWO2nnH1EUT7/nf0W2z/4Qzz8b3+Uzddh\n93/7Kvmx77qB7M0juf92tilubxLNSnY/f9FtLs0oCNRqUXQmM/ks10B4VEh3ZDOJ5oumRUft1mmK\n3pBQXHc+gTxDTRffl7X1gS0M78uHCKKSNeCo0xS8x+dJNzIstzS6kYyCtaty05OdO504+kdOdtiw\n2MsdQeTX40hTqg7d99pT7HlcJAGvYqoq/HbdQLVnOxkyhIUw0yHAVsaIEHwcnpj3MBzlhgDITrQg\n3IPLMeZ69Ln2Z4jnAjr2HwFeAEHdSCHRjXQj+bFn/IYjvRDWpPguyOta3G2IloresdjMZ6diPa88\nNCMnTMgAQrpYxpvJzHcOx/XYMb45QSlP2wi9Tw8a4nFFu9liFhqXeqoNRXVji81vzC9Ht604LblY\njgK60oEKrqi2FNMfK1gcGmY35VgSL1TXGdlMjgPzm5eZmtEqFOZSQN/1sarcEsl6PJffNby//kx8\n916aUtr6ZghXf7Gl99m3qXZyfBaxOkiY3dKkZ4r5tTUwcnlVf/zjPPtkSjPwbP/jb+GWS8m8cOLf\n6Yc91A9/mMVnnsOUlmYrRy9KBk8tvWee7DhQ5JHX3gyV2OQF010bjqbpRGTgzVaP6M4tsanr97rN\n0Tc19uiY9sn3R1D1wT1KPH8D/ca7IrqxFrS5dIJOYrCO8sogJDJ5mlyopfUgMAaHiuEDAXXyo4KL\nF4bUYyHxeEUXRy+ZlaGql4r82GMqLbZiYRd1cVBEBvRel7KDxfPQKm7IdKMeyUQimUMTzGCKmy2q\nUbR9RTLVNENHPNUhvBaW1x3RSgVnpaCj6HkoFPWGeCVMXxR9gI08vWeK/lPL8Ge+gerlzD99m8kd\nOSKYMrAfg86hdy8mmXH5WpTwGLZf88xuaZo+DN8V0DWZws5Xltg8os0N568oXOq4eDpCZZb+qGS1\nTHn15kO+9uQqt24dc77ssVqlrK7mDB9HxNOSZOYZPPGUY0USGKfDBzX4VExkLloGTxx8yVCPLdNb\nMoVQFtqhiMuEjSpt9prL4df+F7WMVHtHIueOSimUbV/Cd5p9JZLxC0kN6z0L4GWYUrSZZv4H7uIM\nlFsDFodaOpTwe8o/8QmSaYOuWpR1LK5GkjN6ASc/+WIAMteFynPyyW3JO106it2Y5RXDONslXkiy\nd7S0lNuxYFy12PFFK8AT4gPEhn9+XTQweaJIvr6EjQH+yREoDV7wmrVLmX7uOew33vhtLa8PbGHQ\n53PaskT3+/imJdrbEY2E0qjI4JUlOS9R+wPKsSK78MxuGaKlp3fsmWwIGSaew/J6T0Jl7sti8JEI\npXRA4E0lC7/NhbIqvgrSJaTniioT7r4ppcXVlQojP0//MSgvN6WwGx2LTDoW27dgBJOglKKAl4U/\ne0FayuRcdwGya3AtWqhAdxahU7VFZ/6ytn3XO1vQtJQbmtWhw2UO5RQbXzdUmyJfTifi0qwbUXyu\nx55P/kgLraJ/L+b099eY00Rm8FspvTdOcXe2MbVC9SzD8Yr5NKcqY1yjef14n3qZ8Nhv0Fxk6EFD\nNlNUQ427MyCdeWY35XnjRWLs4rVYDEzpSE4KFs8NKLYk1bvaFJyj/0Q6mMETF2jEPuRgCJjnEiB4\nNUSlZ3lFOorEw+qKqE3FOVqmK8WeYnkoBV8s/T3LfYNy0kElC8fwkZPsjYHwDmxqKHYM6cxRjcSf\ns3fsKDfFft+mgg/lx/IZ905sl5alW9i410qCWAW6lli+9RWVnnqwDgj2XTSfi6VjSObB8NdZ3P3H\nKKPBu86VquPxfB+uD2RhiO7coj7cRD9+0lGg7cUE37SYzQ1IMlSW0g4TQfZnnv6TCq9TmoGMgwaP\nJC/CpsI0K7dFLKWcwiaeateRHhvSiexMa5JSdhwJ1hCyGVcHvqM4t31POxCwyiWe9ExTbtG5QJcH\nLXrYYBcxyZkR+66nmv4jz+yOsAs9Qh82XvwjCb4QNpVJwnoU6mL5HdYp0gvpcspdS++JISodlBXt\n02fkF4foxuB6wv6bvmK5/dMt5y+lrK5AueOwPRd8FL1QwBcRaM/ybk12L6XasTRaMb8ekT/Jyb50\nH/VDd/Erw5weKnI0RYyKHFUVE/dqmlVCtlNQTlOKa5beM90ZvOYnvnNDaoaS/nX1X17gE7E2O3t1\nJDZuJ5ZVbLj1t1/HXlyIx8E//DKuLIluXufs9x2SLBy6UaQTcatuhpBMIJk5tr4p4HI1CuNeu2Zm\nythR+UtVaBQU2Qe/cM75xzYpdhXJEhZXxWUpmQvfw2tZ4MWuYfjQ0eYSbKNrsDuhU5gqqg05vsZL\nsb/3Gna/tKTaTIkXFptocfzuR5Sb8jlHhbAmo1K6uHqsGDxtqQcybm/6CjD08xxVVqg8wwyHcq8/\neizH56b+vuAMH8jCYDf6xMdzrAoGCt6jlMJcvwqthbrBjwbUoygYsHr5nrVQqggfZq7ILsSxJyqM\nzPvXhKR3DfWmnnES+wAAIABJREFUZ3Ed8hMli9+Lb2IzdoAmOwkjp3CkWLMS3Z2CdpbQFmLfpmvF\n5kdOKR+PcYuY9Fhmoem5jA9PP27p3xeCTjO45PmX+470VHcp2OvwF288Llb0ngbOQyDTRIXBJhAv\nWtxiibl7p8Me4lkskwslSVD9Z5bJwAiav5KIPW+QzqKWYF2nDOWVlnhcYa2mOs5Z3hpg9nsyIswc\nOna4RkOpYeCwRYQzHh1bymkKtWbjG4aNeyXJa/c5+VMvBKNdRzk2bH+jBuexg5RmEFFtChvRZtAs\nNXtfXGAvLgDYeH3SAc3t/Yf07u6xOohJpw5lXVChCs7S/6U3YXeLxcvbstgK8etsBorlVSEM4YR5\n6vrCcUnnjumHx3glC9MZFXwTpDjHS8SLwQqeMb2jSc9lJ28GcgRoBu8xzF2JaE8FALnaknauGsdE\nhQssVNUF9kalhPmux8vRAla7RhK9AkisW48f9dFxhL+Y4JaFGNWCEPy0ws8XnXvZ93p9IAuDfvAU\nv1zRmbEArixx9x8Ge/gEn0Yo7wPyrmj7Ecnc4oyhzRX9I7F4Vxba3ND0BXGvxlDuCkip6xBQG7q9\nKLTq49cEpPPrEWNgNMYLxeY3PUfbslvayYAkJGCvqkTGjHXwSgRhOZ4rkouIascTB8NYnNx4ZqI7\ncG3ditostPxxmCJMNG3mUdBNLbxS6K0x9dUNzl+KKPed1M+tBl8aVBORnfnLUBmr6D9WzO5azEpj\nBxarAStisWaeoApDOvEsDgzKG0YPW6rthPJKgyoNarNGaY9KLW4RQwYYT3JuSCeO5GSJP9hldL+m\n3BIXZIByM2LwqKQZxiwPok5XES0FZCx3Mvoht9GnMeqHPoT/4tdxn/lBVvtx0H5Y2p7E3AmS71Gj\nAdQNvQdLXBbhdcbywNAEzLretahKYyopDuUWeC36lv0v1CRLCRlKpvI8TS0yc6UVxom2ohrLjdGG\nwJ02EwC56QsOkp+EydcqFAGjWOdrNgNJ825DMHGbSQzhmltj05CIntEB4H7Nm2ta/GSGb1opCsHT\nFGdRSYbq5bQfvo3611/5ntfYB7IwqNEQN/0OghFtIE5QRuOMoe7rTs7c9qQgLA91RyBpc0U6dZRb\nBpcIgm1zYfhB4BSE+bduBHxyiSRSracdLg6A2FJuyulzmuRcURd9kjB96D1RrPwIY6D3TIgv6xDW\ntRjJrAKFeaVCJD0Ue4ILxE7Gl7qW31uPBGHPjqRw5MciHV/cEGKPbhx+tkC12+KncKIpXyjxhRit\nFLdrBo9j8nPH3GuWh4757WB1n3nMLMKlAoKuHaxMJTTkNiDnLlIM73lcFNGM5MyvtcfWhnijwrYa\nfZySnSnG35hJmtPBPmYjI15p2lzje4qLlzTeZDIluS6vffBYztc2lgnS4tPP4eLnSSYt5U5MuvPD\n2Ex3Zr7TOzJ9aoaAhmTuQCl8HNFsZkxvJ6JrCQXXZqBL3fFE8FK8XSS6mflhzPaXZzz58Q28kQTy\neiy5IAQT3WLHiIbEKKpg07d2tAIYv90GibfgBU0qcXz9I0ub6RAX4MkmNsTzwdY3C1YHKfVAk048\nyyshVDiEIsWFHEl8muAuLjDjDaKb13EnZ5KSXdeofo/22RFxFHXS7+/l+kAWBj+ZXUaFA7of/PCc\nxS+XuKZF7W9hE3lDF9c0w4cCIkWLMCkIHns6uET7CLyTLsHmImdet/DNQKzVfOwZvmmEfRf0ByZk\nUpZ74keQTKWTMJUKMm5PpRVRcTluUyHebm2yigKzCiy3sAjFO2I91rxkIcZzedxiT34OCOlN8hht\nLq9PpQnxozO2csPRJ1IpCrUAjf03E/pPaxZXY5oBuFELGsyZqMKilaIOCVi274JBjcFFiu3XFiyv\n9UhmLfFc0T9SHP1wTNUq2lzeA18kRA2M3oZkYTEXczi8ipvNwXniWUuxlREvPVuvS7GJKll0PoLN\n1xc0o4RiJ+5yMtpUoUaCQSyvxCE+MATjrGQkahPIzsNndmWTs4/22LjXUG9I4dSVx+bSBfUfaJY3\nHPFCBwm86ujxJoXJh4Ydm9Q0dGxUU0rxaAZBDzOW/19PPXwFvWdeMATn5ejROnrPGqIiph4aTL1O\n69Zd4rfyMH3uMmzXa8hPQ0DRQjrY7Kyh7Rv0soDhEJVltPcfdiQnvMeenaPSFF+Wl3kY38P1gSwM\nbI/RVRW8HFPs0XH3TyqK8HUt/n0WVEUH/kTB21GFG1BXcpM2BzGmlPO+TT3JRRDd9OiIMb0n0n20\nPRn5rW3T13qJ/JkAgMVVS3JuhMCSC2eh7cv0Yk0cklAbCXm9+IgjPYtohr5TbNZjCc1NT6Vzafoi\nhV7nWbp1mlUiv2PwSMAubWXaYDMDWUp7/yFZmhC/vI+ZCwPUxzJjz/7Va2Qv3WFxc0x8GktgTubA\nqc4fQlmZsCQXkvQ0eFxz+tFBOBtLjH1+VLLxjmG10CIeCneU14qNeyW6tvhlgd/fxl/dxvYiVvsx\nLobRuxUu1kyeTySvM2hAZnf6JDMrrMr4EvDDQzqxFLtBZWg98xuG3jPHxjsNqytxYLRCO4yJF553\n/4Rh6ytCaTfBd3MtcEvONW3uu8Srtep0XYzihXQRPrBd12rJtq+61Kl1SK8Y+cgmoxvIzhopbFY+\nj2YUUfc1+XlLm+mOT4OXolVuKgjdrVdBU2HFQCedEpLFU0ztGSqFunaA1xo9m8uY3snIHmfR4w3Y\n2URbh734PVQY7Fv3Os8FP38/Aqv6PczWGBs0+51qMpaYdWeUoMsBN2iGkcyOlzJO1JncWMWeD9TU\ndQKULGgghIIIyy6Zyo1W7koRGNwzrA4ddrNFT6KAIQSe/4DOBCYqZU6dP45EivyuKCXXMXjx7FJL\nYYLvgY882WPJPfTaU+9ahm9EVJvSTVApxm+WRF/8Fu1qJWfP8wmbb26xuGlotyx6ZRg8seidbfzj\nE5KLMauQru5jj6oUzWYrbMyrNcnX+8GsRXH08ZRkKjLiYkcTLz0XdwdEJfSOHdlZS7SyqFb0DtHZ\nAtfPqD5yA5tpqg05zjUDRTL1HH08J5l5RvcbZrdimtGlbDmdBLDYywTI1J6mp2QxtOJ3MHjckh9L\n4O3iMJYIvhFEbznin/kC/s99iuxYVKrr7q/N6VSr5Y44UOlaJkp4KQ7ZmWdxqBi/5Vhe0VSbdNR4\nb5R4Vswvu7lmFADPp47svJW080wTr8T2vhpHRCuHTr2klXthc6YTy/Ig6vwXbKZEnTkLlHTthTI/\n1NQb8p7FKy9Yy8UM3zS4srrE2sKf9uSMKEnwBzsQgNvf6vWBKwxmvCEqyrru0Or1pdIUe3ougpJr\nW5fpSStPfmYptwwb75Zc3A2mjQry44poFVHsyzlVtfL1jbeFs7De4deBNG0ekqiCe5E5lhuk/+jS\nLcluNSgtpCZlpQh4LYVEN7C8bckfm5AbAWgo9uUx17JmF8vxwRspFDaXXXx5XXb0aK5IzkwnGFJW\nOBnJuyc4pVBpitnbxT59Ru+bR9g/dQBW4RJHMrH4jQFqMic/c9QbGt3KSMymwsAzC030sC9BN2M5\nZ+tGZuzKwcWHHGaz4truBfu9OYsm5e1/cRtlRa1ZbSh2fzWYqZYtNk9o+hL3JxkcMv+vxprFYdyx\nEFdXPMkcUIp4IRyHqHDYRBOvfMivFGDOVI6oEuVqfmYp9kTpudqPyH/g5Y7T0fbEpSo7MWKvF7rB\n/mPBDZqBpJMnM6GG1yPVZUmufTVcTOeUFQeQtzjwpKdyPI1KKVzZObgkvJeJwsVGMIa+FDTTXIK+\nNmANGAmzNbVncP8y02P0bs38RsJqX/I8vEb0HLFBKYVKkq4Y6F4PX9fC5fEOd3KKWn3vJssfuMJA\nnKCdxwWfu7Xxq+735Y2KIlSWUm8mkja1CmnVAf09fynrQkTTiacNBJM19RekI1gdqC6CbT0ShIAp\nRAIA9p6JaYmuLncZl4YxWHuptmzV+oaShZceG0HTC5jfcmSnEtyy/h7BKITYs3Y9VVdLzBs92UEI\neZWVPMc2l4IWrTx+sZTw0+USN5mi0pT6+jbxzBBP5QYzZU07ytC9hHQi1mCqDQXuCZTbhsHDMO8/\nlHN1uRN8Hm8U5L0Ks0rxwP0n2zxOxtzZP6V5sWBnc875D+RUi5R6Y0h64dl4u8ZFAlpGK1lYNhUR\nl6lFOJRNHKZWlJsanKfYEYdoefGCMbS57MzxylFuacqtlOzM0Wa6m2asfTaPfnQsR4fQKYzeMgEs\nllFwtFQUu5L2td79q7EAi9HKM3gs4T2qpaNtr3M0IEwNggBMWzHTtZki+WpJPU6Z3UqIV57s3FKN\nxSXKhZDhqPRhFKq4eFk8PESYJs81P5MC+OxTKfmxp//U4wykc49XYksPiBFRmEis9RNdJ922UL7H\nF/K3eH3wCsN4COf20glaKcw4GCFYK7H3d2+TTBpJ+9GKeiAffLxyQlQZygdRbSjilaF3f0a83KJM\ng30aAkatNQ0+CjdGEmi5C0V+IiDW+mhw+jGHD4VFpxZOUqJCFsLa7ShaBWWklW4jPVdkx1qSpoY+\nKAhlAUZLFYxHAmvyV3shLyH8DiX+DslUOpWohHTmOns7AGU0Hoi/9g533x1inz7DXLvK8uV9llei\nbiH1nnqGj1ounhfLs94zhSk9TR/hUpxoyuerLjzGe8VwUHBxNoDK0CwjvjW/ihk0nM963Nk748qN\nGf/pj/8L5i7jVjTlD//0f83oTRg+buWxB5q6L36GaFheETOXeiSqSVsp2tTTO7M0uZj2ridD0zvS\nbaXnki9abkmR9goWt1t2P2fIJpblnhQXmwooG8/pjpBRAeO3PfPr4mC1PFRkp4TPQqGsMGOLK8Il\naQbhdvNB5ZnISLUZyO6en1tW24azjwxJ547B05ZoaUWdGY4Opmhpe6L9SC4qiqs5u1/SFLsyqUqW\nkthtU4khTC+k6+gftdR93Y3NAfywj0li3MnZ+/IyfNtKfIKT3/u9Xh+8wnByJgnA4dK9Hr6qujfH\njDfg8RHx+ZR49zb14NLOzGuFTWSx52dCaY1WFr0o6R2F2bKVPEqXSOuezGUHsYmw08yZLMRiT86n\n1aYLkm5FciwjMG2jLg9yHXm3zopYy7/XAiUbqMy9Z6FLSS8pus6En/V0YKcPYzcXy7Gj2RD+Q5tD\ndtaC92LxNR5h33mAGQ3k6DWdYTZGglznuiMZpWc1PtYkX3yLevgKy31NNnHUQ8XsOY9LHMU1h1pE\nXFQjVGlA+0BJlimOV4J/WOOJHiU8eG3Akx++4G/p38+8yfipvc/z9k/9DT72hT+D/Xub6MZ2Phgu\ngmpLkZ3KjqotbH2z4fHviwR32TCSuZDJ+b4eyWeZTAiv2TN+ywoHoIFkHlEPQTkTnI/k7L/al1be\nGdUBjRcvCI6jnGBM5e4l6BqvfTRWqgu0aftyz5lS5O31WEBh8Wk0ZFNH73FJ249oB4ZmEBEVlmos\nLmJex8Qrh7KwOuzRZopyW0DtzTct8cLS9ORYVQ8FI8PDalucqdc0bT1dwWSGV/pSHwQdNdp7j0pi\nVByJHfP3cH3wCkMUYS8ml6QO7/HN5cTWLQt822AOdsnOappeKnNjJ9Zu8VJRBo8+U3pmNxKSXzkj\nO99ldlOTnYpFGV5kx2uFpNc+qPAkW0JIRiH+bSXtdjOUgmJKRf5MIuq8Ul3cPECx74gWMsEwISk7\nWgpvXyTUciM2w0CeiujGmC6iC7BpBj74Gsg5eOsbjuzNI9qLKThL1O/J+LZuxNVqfw+/KiBNmN0w\nXP35CfV2TrGfSsfx4k3GXzpl+u/tcXwHBjcnsMwwz1I5YnkYvR5TbnuU01RXGhxa+BfBSt5MIupN\nS3JhKFYpP/vGS6KfON3nn1y5z9/4yN/jz7/0nzN+S15TPZKk56gQoZuy4nY0vRUzeATFnhTO/mPN\n6qonPZPJiw2LVoDLmnhWsTwYsrqiunZ8vbB0I+ShZOqptoLhzH6LiwzRUlFvenwUxpAngjlsvyai\np6jQLK5pZp8qiO5nxHOZQtgkmMXEItuO50JoAiSCTon7dNQ6yq2IZGHDKHbtE+Fph1KUdO0BRX5U\noauW9m6C0b4zCG4GCl37jh0pvqU63PsWlMZsbgqHIUtxswV6OOi6xu81EfsDVxial64Tv3YPH0Uo\nY3BVSGgJl3rxDub0AqqaZiBJPunU0WaKpq8FOc+DlddVzfChhaah961j9IcPWR4G0lKhgvGp75yS\nhCwlIN9aFKVDHgBIC762nV/bhq0zKEwlIzITishayRgtFeWOdAU28QweCeiFg+LABUmuuhTIB+3E\n6B0xoPVGFJD9JxV+JWxQs7NN++CRfL9zRAf7tM+O5Nh1kTF4ssuzT4+xKWK/VjpcrDn9zC7FNUu0\nVeK9wq4itAGcIpnI4oznAXupAi4RugWfONhpSL/Zkw7nzR5u5FCxZxbn/GLzHLvJgtf/k7/Of/b4\nk/zsz73KzpedFLs5JDNL9mjOyac2xbZ+DhvvyOfqIiGJmdKTnzuilWV2M6bYVRR7KQeflcWfXoik\nPFrH2iWKNpb3rNjznTo1exbR5uKJkZ3Icc8bIXDtfqkgmpSouqEfR2x9rubiwT71SIDJySstyYUc\ne+ReUGy849BWOsR0Jn6RNpEjom6hGplOk2MzmfBUWyLqSqbCooxO5qye30I53x13bCI6ElMJuFmO\nFfm5x271MSeSUeGbGjd3crRe64ZOz8Ql3RjUxgh+LxSG6Ctvi1sNBd669wdvAPr0Qs5ZSpFMGsyu\ntHF6nfAVydhycSUiPw0z7PEGNC2mksVdbstOpVrV0Y8JBqO6UZcuQFtrpqFw69egYZshIKQWDkLv\nSHCCeC5FpR4RgLEwxuw74rkmKiRQptxzxHMRR7nYd3H10VKQcFMIiJVMZOfa/NaK+MGpkFyg2y1A\nqOKq7aM//BLq0VPczX2aXjgW1ZK6vP2lGbMXRsz/8JKdQcHkqzss9hrUyuBSB6mjrWP5Oxrbc2x+\nTTN52dNsCt06OY3gOMLmnmbTEk0MLneYucGmEWQN/+Thy1Qu4q8ffpZXnn+e/J+nwmN4TmTHUZGz\n9fUV1biPN1CNNfu/LDe1y2L0qkEvCuyb79D+lz9KteOIFop2IFRmm8kOG88D36AnprftZosqDT61\nqMwGWrhCN1Lskqnm8OdFV5DcP5X2fNhHTcTWvv+0ptjJQMHWV2SR5yeuixroPy4xy0Z0JKUwadOp\nkzHjUNE/kp3dRYpWSap6tJLJim494y+doOZLTDXGpsKRQEG5C9mxArd2mpYCGD2bwKCPm0yF4fne\n5DUuJ3cgLMnvaZ19Tz/1b/HSgz5usZQY8DwHpVBRLBJUrcXFpm5w2yOioynRtYw2Dzt5rYgnFco6\n6uGQuq9QmcLtbaKPL+g/syyuSbke3L8Mtl2bi7YDoJbF2IR8Aa9DRH0ji3bt/Cz6Bk+0DFLugBGs\nz6noyylItJTx1upaiy41+TMtIa5KnkexK51HPQbVyg0yfcmSHovzdPTmE8hS1OYYYwy+KIUiW1VE\nh1dpnx5hAPfcNWbPDcIUQ1yo4pWjuDbg2acVb3zmb/NXjj/Gz7SGyZORcACGinYv4ChW044t0dQw\nvxXk5YlDbbTUPQ2twswNZqFpRyEDL+gnymd93J5i1go+9JVP/R0+84/+EqP7JcNHiumtiIvnM8Zv\nV2x/o0G1ntV+jLlYStLS3hhd1vg0ITrY76jH2ZlkQ9j8cpxYj6G41YBV6F7Lzb0LyjbCOs18lUIP\nnFPs3l1QW8OqSnj7Wk7/rYTtwVUGX3uKe/QUW5aY3V3ii4LD/+eUoz90yOK6HCemz2vqkWfwQHXi\nPOU8qz3pUttMim8y91QbRlK9U8jPhenpNfSOGvJHc+xb72IGfcyqJSoS2p74MAzfFRXqmkiHgrgA\nqlq0QrcP0W8/xBUlZndbCoXznbDKA1H1e4XgZAy+KKQCB8DRWyty0ygSZWVVoY7OUUkiAM+WtO/D\ni5Z2mJDdOyM7z1HW0PQ1qxsj+o+PGb0+pRpvymhtFABAfzmqhEBEScKI8kSOATb1nc2brgWfkE5C\n/t4MxGPBrGSGHxXS4noFg4ey8LWF5FzOvTaXx/dGXJXrsSWeakytqG9W+IcJybkmmcP21+Qo5acz\n8blcrTD7e7Aq8D/wAvZL3xJxTRxz+qpEwLpYdqX8rCWZ1Dz7ZJ+Pf/yb/Ptv/TG+eu8afmVQwQDW\nx57eWwnFgSVaaaKJwQ4d2EDCUpC+lYkKc7Ok8RnKKnSpcT2HHbek76ZUu5a6jPnK6SFf3Sv5aJJx\n8ocq+NkM3YgE3kfw9EczDj5bkb19TP4rC8hS/n/y3jzGsuy+7/ucc+729qX2rq7ee4bkDIczw+Ey\nokTSlCDLkpU4piIJkmXJkGMnNhwgNgwhSAAhgZHANpA4jhJLshzbsmPYAhnJUWxZtCzRlKghh5rh\n7FvvS3Wt79Wrt971nPzxu+9V93AicSgjwNgHaHStt967y+/8lu/imnXi5YjpB+okXUXnjQaVA0te\n0Sy/nOAfJ0zXm9LoDcTUx6+l1CopSjmMtmSFZjiq0mlNyHJDuzqjP6kyGlRBOVRgaXxqj50P1XG3\nTrP+7Cmaz9zCjie4V6/gWk1Wnj1i9RlHuiLRXTmHmeYUkSdScL97A/+xM0zWfUZnNJV9mYgUgZjR\n1PYt/jDHBprqlZ5satMYbEExnpC2hWgXDEvEpT4hUEHJuIwt+d4B3toKqjckn5W//zb0r/I8VKWC\neydO0Tex3nPSbq4SYjY3BMQ0X/YE01Ds7aMqFTlRWUZtNyM8cpjUcXTZZ7rqky838EYZlYOM2k5G\nXtXET5xHT2Z4U8EFzFmVcy8AYAHN1fMbcFn6EQIwKnkPWjKKIpSSIl51JMuFGJUeyQx/ru9Y3RUZ\ns7llWXVXuvLe5OSGMDNFeCgGOaqAylshwajMgAwERzHFYY9iPMGlKWZtFTUXBH32ZVyWohsN0ovr\n+FOhCBeBaAukTUPaCki6jmevnuPFN87gCkX9uoc30ovR7fRiylxGHkBPNd5Ui/bEvAWSaLKhdGqX\nzh6V/AuHmhiS5YJo18PcC8kKzV+7+3384nCZ/+Fjv8zwggB7ZOIg04m05ZGd6sJyB1ergGfIaxKE\ndArHF/1Sv0DIcVkzZPmlDG/qmJ6yVDbGKAW51VSDjL1hg6wwGK/AOcVkGnJnv4sDdFAQVjM6nTHT\nJCCqpLz/6RuoP7/P4DvOoVtNwccg4kAkKd7vvER48xD/YELWCPDf2kY98yLFwQHeb71AeCymNGgp\nbebM2OmyBq2o3jyGwQg1mWGXWwsos0ntAhE71+DIaopg7Ghs5/hT4WB4q8u42Yx8Z0/ufaUwy0uY\nZnPxHLg8l0xr5VszoXnPBYbppSVcGJR9BtD3jS7N5QsSJccTTLOJm87wxznh0BIeW9HnLyBrlhqR\nhaDmnIK8bshv3KJ5fUblwJG2ZBylXBm5S4p0EbLwuTSxQJmVlZFX2NNgRbm5drcUZk2BVibiruWx\n5o7SSUde93yUOTpnF8xJXSIwbUB5Y6kFQGe6YYkOFd03csz2ISoMZQcJArmJtcZOTuZUKgwYb0VM\nV7U4T40cUU8675MNjx/+/i9xam2ArubooUe87BZGLiZWRHcCsIp8NSVfzlAFZK1CeBSdmHg9x1YK\nsAp8y+HdtlC2cxHGxS+Do+/o77Z4ZXeDZ0cX+eHGEUm3YHTGsPbVIc1bVkZ1dU3/kSrjDyyjEqkZ\n/LHU9P7YER5ZOl/dYe2ZYyo7U8LtYyp3hgze79CrMbUoJQozikKzc9CiGqYoYLU15nhUYXN5wNZq\nn5X6hPXukEY1ZjILGY8irNXcGbQpnOLepy39T26hqhXwPPAlwc4+9SFmD62SbDQI+rMHdmtsQfT/\nPFtqN8hINTwuM4dIMbjoc/CxJVS9SnFqCd0bonxPJgtGlVIArmwyi97H0fs0SdOQVRSN62PyvX2K\n46GUH81yBH3YW1jU6SgSPYbpFDWefkuqTu+5wFD5t6+iJrPFrviAGMXeoUTJwJeL6HuYUSwCGDWx\nG7cGRlsBZpbhHc0IjxJ0LpJe+tH34Q1jEdiYSKkQHEszMGuUVOfeCavRaUT0Q0nqP9/VsaVrMYBT\ndL4cEgy0dLY7cxMRkYebbhXEyzLmDEvPhrlOZBG4hfjsXH0IxGui81ZO2E9wcYzptHGTqZRWzuFa\ndbyNNXStTHnrNZK2YAAad3LB408s1VtDigA+f+1xJkmAzcSh20bSVMxWMxHSXcup7GooFObIx27G\nkkGYEmyVaPAcOpaf8Y4N/pGH30lI13I6z3k432GXU9Y2j7i0csgT9VtyeqoF1sD4XI1Zaeya1WTX\nnK4a7FITG3j4xymdN3MhEd1NKO7tom/uoKcpk8tdxpda2OUM5xSHhw3Go4hKmLK5OqD/xhIOWK6M\n+Z7Lr/HJ1ato5bh+bY2an3KmecRjp+7R7UhXX2vLNAnQjYzdT1oOvv8hWGrjjgYQ+AzPyoNm4oK8\n8aCl3Xy1f/EZ6vdyERbu6pK6LxuRclB065h7Pcik9CXwsUZR289p3spFnCVxNG9aGjdkk6keFuhJ\ngrl8QUB9YShTubctG8eL58IOR9J/e5frPRcYVKMuqeXOg2q4yg8ohkPsbAZJIt3aOEHt9Ki9ti8a\nfV1F0irpzb7BVn3SdkgRSA+i/2SHohbQujYrlZkhXjoxO7Ge1PxZw5E2S2OYiezqYt4qGYlJWfgG\neDMBLoUDIVwFA03Ul0wiXobKXSNIw1kJFDIy0chbFl2IzJwu5l4XMnKLeo5gmAlZyQ9wSQrGiNt3\nt0HeqZKdWTmRvVtp4ZQEuePznkCAFRSNiOF3xPy1D/5zRlfakGiRVzcOlSrC7YAisqhcMVu3oCG8\nMMQmBtNMiS6MSCcBtp4TNhJWHz6gujQl7+bk6ylFoTEDj/GnJ/ithFZ7ynptRH9W5TPVqwCEzUTG\niyWyMemnQMGXAAAgAElEQVTKg+OPpfG293SL6Zka3mCKNy1ovz7Ef+kmLknEVj7Lqb+wzWTNcHqj\nz0p3yOn1Iy6cOuTp9VvMMh99asZsGqKVY1YEfLV3jlESoieGpPDwtGWchTy6vMOjazsMR1VqYSo0\n/HpG78OW8UNt8AO4t8fKlw8Id8f4944wcf5A1vrAPWkd4cBR2ynovpZgPUXSFRnB2akadrlV6pQq\nVLUiJjVVTdI2pA2ZPKVN0XMQEWMlCmX9gWQx5fRNV6uSNa6voatVdK2Gd3oT3WhIZv0teE2855qP\nxd4+3tmtxedmqVv2FA7QjQZ6uYvd2UNFiLdfo44bT4n2E8KlSrkbKwYP1+j+2luEXx+T/okn0AXs\nfMox2mpw6nfjRZPR+rIrRj1BF5IK3XluL1aEpezXGKpDxeiCcB+gBCaZshaOwDaFFxB3WdSdc+JW\nOJA5ufXFDwHmICipu4tIkSGz/WBUoH/7Jakv7wOwqDBEj2bYV65gLp2DyxdAKYZnq5jEUdsTjoGA\nigS74PkZv7T/Edxagu6F2MDSvOJhDcw2LC6yoB2mUmBzRVFolOeIoow81+iBh+tm5Ldr7K34hNWM\n5Y1j8kIzmQXkqwkaqFUToiDjE0tXeTjc4bwvGON2fcZgpYFJFJVDi7JaBF67JT09hsm6Qedtaq/s\nQmGxZ9Yxyx3wDO7uLmysUoSK3aMG7caM3qBONg645q/iRRmPnd5mKZzwWP0umTNYp4hMzlPfcYea\nSUisR8NL+L3dLZRyRJWU/rhKtZGQpobo9JDdHwo4f28dc20bekfoeg3yAv3mLbhwhtnlNtF+gn+v\nz+EnTy8EgkTD0WIDTX2nYJppbCA6lH6nQnAjkyxvOhNVK1cygSfgynFHVpfyz5uKjCFry9A/RtWq\nuNmJz0S+u7d4Luabgjm1hj2/Dl956V09Z++5jAHABSdjgqLXJ7+7LUCP8Zj8xi2Z3UcR3tktQfsl\nCcGtQ6Ijae4Ex0JuYamDPr9F1Mup356ycfGAtU9v442zhRqPicV3IG05sqbDldZ0ICPE2SlpfI7P\nFUzOlJDavBR2KXsTadsRr1pMInJfYi4iRCzlShBMR3gaedUtgs18/Da8KD4WwbHwPirb43LSEFAM\n76OdFwX5jVsSLGcJxZXr4FzpG6kYb8oMXjQIHX5/StKv8ETrNs3mDJYSVC6ekOKMpfAbKeSaYuyh\njMMYiw4K0YAchai1BC/MUadiXGooCkV/UGPyeods5vPtD10lijJqYcr5Zp+umXDRP8FZnG4MqG2L\nXVx0kIj58FiIQyYVPEIwdMRtQ7HSoljvMDtVl11wew9dq6JmCWlLjtcf1HFOEbVjVN/HWc3upMms\n8NlJ2zw/PENocnYnDTSOa+NlJnnIJA9oVWKywuCcYrZfFaqBU8ymIVnssf9UQ3wcRmPy29vY/hHu\nwmmKekjt2pDpZsT1H9+SMtKVBjGxRScCygqGRQl3lqaimWYUoxHKD1BaU/jCk0ibktnmFWHdFkHp\nhWIUKslwt+9J8/Hu9h+s6zj4D2QqMV8qDKWbe/+6nzRijIwunZN/oxHeRMxbnZGRHUqhhmOcp0g6\nIeM45IOde+x8e4PwSGb3c9eoOYa+CBzTD8TYUPD61TuC0a/symu537JO3Kbkd8NDzfRUwehcqSFZ\nNjPzimO2etLx9+KS8DU6EWLxJuJshYPWzRSVSvoJCB6+/Bhj0FFEcXCAm07RjQa9p9dI2mIlpyyM\nz0gwCnsxthoQ3fP41e3HSHODnfiikl21Cz0Kda0KniXc87i0cYDWjjDM0NryyMVtqjVBSXKngoo1\n+X6FjeVj8lMJXljwRn+Nj6zf4bGle3yy8xY/2drlkeBEqejx1l1RQ94uSNuBAJMi6dHMz5OyMNnQ\nzNarUj4p6D+1TPrkJfLdPYrdfRq3JYuJKilBmGGMxZyaorRlGIdcGazw+SuPExc+v3XzMvsHTa6P\nlwhMwUFSZ5oHZFZjrSJNDV47JZ4FOKcIo4x6e8bgsZz0jz6FUgqcRTcbqPEMM04YvU8iU/OmwMfj\nZUXSVIw3DPGyz+RUQF7RRMdWhHQV5I2AubJzsblMpZejs1InMhbEY+O2Fdn4iSM4SnFRgLt0BtVu\n4W2so/wAHUXSYNRGuEL3PRcqCPDuvnsH7PdcKQFA4GM67ZPUac6buG/l2/cw7Zbw1qsV8H2qVw4Z\nftc6uoBZ1xB/fIWlF3y8UUbWChju17nZWcKbOExppaYTgSPndSey7qlC3Q4pQsf01IlGY7IkLDzn\nnTAuvQmkHSdq0hWI9s2i22/LRrE3ldra+qAS4T3I16GwElTmN5I3cyKqencXb30Nl6bY8QTl+QJo\nSRKZrGoj9TdQ3c+JOz7eFMJhgUk0kw1Fdb8izcdqjadXb3Cr3uWrgwu4QsRRSUUgJW8VkGuS0xn7\n4zqd6ow7N1bQ9YzX765TPiOc+/A2N+6uEFRT7u234djn8qN3qHopH2neoOuN+cH6N0Jz/+ErHycq\ntQuKUFGUdbUNoHlDsq7JhgC+pquGaN+gU8ts2cekPnWlcHlG+x8/y/7THyboxjirWO8OiUOP0TRi\n9lYbd6ho7Dt+76lLBH3N0k24duEsjRvQf9LiLc0ockO9LoHO86SROZuGpIlHGGWoas7dz4RcvraB\nvrtD0TuCwx66WqXpHGowoveZc3KxSup+dCi9Euspeh/wJNt00LqWEr2xQ+F56GoVqxROi0akPyn1\nLqtC5U7aiu6bFn/3GHvnHjoUyju+SAzoZgM3GosI7P4h94skY+03iBl9M+s9mTHYwBP9wHIp76S0\nMJ2OzHVXVgQnHobg+wJzHU3Y+LW7+GPZPYOxpaiH2FD0DFWiuXXUKd2Q0xIZOLdfVwTlrj03t/Wm\najFebL2pFrP+YIDYshcIwKlR0qojAULNdR/jjYy8KiVK2nElA+9kRImS0mOyKY5Z4cDCWzexoxF2\nOKLo9dHl7FpXq5iHLqIbDUy9BtqgnnqU2ZKheVv8MWddER2tb0sQPX6kI5oK0y570wZ+LcVfnoFx\nFK2CfCVD1+SBqHemdGtT7txYAeNY6owxXoHxCrRx3Dtq8dnHnsfzLJ3OmLVLhxxOa1w/WuK50Tke\nD++947UMXq5ifWi/MSKPysbjxBEdOvyZFRJRJtRwHJLNHUw59Vt9Wi8eCqU5DDHNOmaiadVndFsT\nRnFI76hOlnrknZzJmYLDT6e4SkGyljPZVKTrGUcfdFS2DfleFWMsT67fpVOfYq3GNwWt5oQwyshz\nQ1RNyZsFRbcuWWieYZaX5OO7u7jZjPabY6oHlsqejISVY+HqZUr8ij9xhIcz8u17CzZkXvOZrpRI\n1pnI1umy5Fz4cJzt4j70kLAnG3UZoWaZHCdNsYNjdPTglMSlGar27gVb/sCMQSkVAV8CwvLnP+ec\n+2ml1HngnwJd4Hngx5xzqVIqBH4R+DDQA37IOXfzXb+y32fpJEO1mmJ332o8wA2YqzoVBwfMtRrc\nzGKPZWzjRprOixWOH+mQNDXKhcyVoJef0xy6Jm0D3iQjGIbMVgS7MIe9ztmTqvSI9EciHjstvQqK\nQBiSyqoF6ap2VwxOghFkpWZk0nEE+55oP5ZlYNoWQhIFjM8LCzOrCWGq0reYxKFaTbTWuDzHLC/J\n+wR0rYJKM9yF06jeEK9RZ3S6Ki7eSwKYmcuXOyVBqLYd41+uEuic/WGdIjO4QqPCApcLxLm5NONT\np6/ytYMzDOMIfItfzSisRME/euk1fvXlx8gnPp979iP47RjfFCxVRnjKsjtpcBDXeS1d46I35Ldj\nj09XTkhv8aqluqM5fLwpIKByl0WJsa3OpLtfhEKi8mYO52n09XuLa23jGOIYf6hJMg+tHGlu8PyC\nZi1moKrkxuPc5iFPLd1mL2kQP+JzqnLM3Wmb3UmT+LBFnhqWgzHX1DKhn5EXhsk0XJRO8VSQiTrJ\nBYHr3CJr1VGEu3Aeszeg0grxGqJSnkeS8VlfLQyOoyOLPp7gSpq0qlbIa0a0MA5yrK/IK5oiPAE6\n1e9Zwp0R7qaQ42yvL720EqNwf6/hARHYPAfvbSX3N7G+mVIiAT7jnBsrpXzgd5RSvwb8ZeB/ds79\nU6XUzwI/Cfyd8v8j59wlpdQPA38d+KF3/cp+n+W0Rnme8CbegTmmGw3sZIquVSWq5jlmbYXi4BBl\nLWo4Ia8skdcUdkxp+uFoX5mRRxWRGRvOqBxWyapyUk0s6b5OxPvBH6qFrPxck1HlgmrMaixs0EFu\ndpQ0nVQhEwrcXFMB0o5gFfJaaXjrBO1YRCIjFy9B/Z6j/uoezrqFzl9RzrB1FElmlBfo3hB7NKB4\n7BJxy5B0BHdvfXmw0qZi+aUZ462IsJcQ9Rxf3z3Nq0//n3zipT+Jr63U2k4RmoI/svYWXx9s8e1r\n1/nS7kU6KyOmccDFTo9rLPFrbz2C9iwqLCimHt9/+RXeHK1xOK1hy8bJIKnw5dFlUnedh/x9ZI+B\ny1/8CfyRBIJoYAn7GY07iuHZQARcADWViGxSt7gO8WqV6JWpSKcf9tGNOvn+Iae+nLCbd0gfndJs\nTHF+zkptjGcKthoDbh53eaS6zScaUz538BShztHKcbl9wMPtffbiBv/i+iNYq6hVEqphimcK0tzD\nNwWZb4jWUra/q8Nm4dBXb6JqVVSlIqXrrXsU4wnB4JgwimC1K9lt5OH1J4zf1yXspZhZht0/XJgw\n02oIEW0kkOl4JRDlas8RTCSzrb10D9s/wk6neBvrorpVr8LeAajaAzKHZrkrGXWJ6Xn7aP+bWX9g\nKeFkzYsUv/zngM8Anyu//g+BP1F+/B+Xn1N+/zuVmnfH/t0sNddf0GrBKDz5psKORmBFzclNpxRH\nR7jxWEZMxuDGY+HbTx2zJc10tbRPKyy1fUs4cqhpLO7CDTnsdNOWOozicu1MOZVYtydjTSeNsuq+\n6ABMN0rMuyfu0clqIQrQVeFLVHdV2f1HTF9ua/GR7BakHUteelm2rxZUdibgXEmUefA92zjGjcbS\nJc8y0Jqs6YscW0WIPHOZtPDIcfBEVZy+s0IMf19u8VN7j/PZ0y9wptFnpTJhrTrm0c4O95IWS+GE\nZ/bPE3k51SCjEmY8f+sMvrHYQmEnPkViqHVnFGgOpzWORlXyQnOpfcj5Zo/DtM7ddIlWyX56NslQ\ntyqinl2+HX8QE750Gy92Uu6V41yhzIskWtqU7rxuNrF7B7g0W+zawbNvsfpcSnEU8nD3gGkc8Pr1\nUzSDhNcP1nhi5S5f6D3CL2x/B/2kil/+YY3jodoekckI/ZwgyDHa0Qpj4tQnywxJ5uF5lnZtRlYD\njALfB+sW9nDF4FgyAKNxoxHFq2+iXr+GdzDE3rxD/dUDwT1cubOQ33N5DkZjSwn5vCpMUUHJqvJ+\nSinWO+huB7PUJd/dE3Gim3dEi8RZdKOxuB/ynV0ZVxojQedbWN9U81EpZYDngEvA/wZcAwbOuTnf\n8y6wWX68CdwBcM7lSqljYAk4fNsx/xzw5wAi3l0NZK/fxpzeWDTYQPAMZPkDsFBJtTy8zVO4agR7\nhwIZDnzShl4AkPTYitvwlbvUik2mmxXwPYJ/9TVW/I9y8LiHf6xLReDyQa+JVFv7DUXWkNlz1hR9\nhdEZCRRF1WISI/oN53JMVOAfVqjek8YlswdJMkWpWxjtSrbgTAn6aWpawxmuP3hAe8IsdUEpikOR\n9/IunMMdHVN88AJFpBemJ7MlXWoBKKp7EvjCfoaOcyr7GdV2wC997SM8/8f+F67X3uCNdIOJDXlp\nvEXFZJyp7vFI/R6/uvNBzjX7XB0sU9RirFOsLI3oba+QdxyTfoUv2Pex2hyz3BrTiWZcqMll/6vL\nz9IvCvo2oGtn/Fdv/ijRgaL7eoo3LTj8UIXm7/Zwq11ab45IlisoB0nbI517OHQ03swxWzKED23i\nvXkHWxq5zkl00d6UcL/NKwfreJ5Ft2LuHLWpRSlfunWJj5y+xatvbKGigkAXnKv3GGURf+/Vp/E8\nS6s2YzSLGE0j8kITBRLIpnFIUSgOBnV4/4T+zTbLxxPc4BjT6VAMBihjpGdQWNTpDczxGJJEzGnX\nV3GDIfp4LLb191Glk40mwSAnq3vEXW/h8akKmU742wOKqzcWBjLKDxbN9jleoXyoFl9Xnoc6cwpn\n3n0ZAd9kYHDOFcDjSqk28MvA+9/px+Yv7/f53v3H/Hng5wGaqvuuxOlclmIbFUF8Neq48eSBIAH3\n1VzW4SYTGI2xSSLGt0tdGrdTeo+ITn8SCUHn+DOX8SeWYJDjPINpNqm/ssfg4iZ5pQQyjdRCoEQV\nApYqQkhWC/yBBo3oL4QAUiOnLfD3fFA+wTGMLohyz+SUHEM5sZdLm46g9I9wZV7mxdB9bQr9Ac45\ndLslYp+TCawto44kEHqnN0m3OgRZTu/RqqAvDTJRidQia3AaVOYIjmJs4JFXS0m0A4/vfeXHeOZD\nn+fDYdmzaUnD8LCY8OvTM/zZM7/DkhnzPecSXk1nvJCc5nKwy2sXNnk8vMPjYcifuvlprg6W+Ylz\nzzCyET/UfJEzXh2o0NLwX9/4DF997SJrXzR0jzKi3QnTMw1Off46+bk18pqPKhyTDX/hLh71ZEIC\nIsl39JDBBhU6aovgmo+bTFFrK+T3djG34Oy/NLx1scJ/85F/yd946bupVRLizCNLPb5y8zx+KyGL\nPXKnef5wi1Eckk0C1K5P76Km3ZjRCBNWKmPujNocTysUuWzj1mqMsex/W0Glt0b0hV3Mchfz/ssU\nr19ZZKwqThYENoYjiv5AqNG9/oKUZdZWoSjonw2oHhSoQnopXuxIa4pKz9J8a0hx9cbivlZhuODE\nuOTknteNBmTZ4r53eU7x5nW8s6c52Uq++fWuxpXOuYFS6ovAx4G2Usors4bTwLztfBfYAu4qpTyg\nBfTf6Xh/mKVySzGdokrdAVVa07nCLhovypfsAKVxk8lC1KXo9Qlv16murpE2BKbqtCMcaIJhgYlz\n8uU6fprhxlMpOdZORotFIJmG9Vgw/oJDswAkqdyRLSuyuqWyrwmP5He9qZCzFq5GM+kz5FUpTYKh\nIquL7Lw3Eui2N3V4gyl2OF5kCy5JsZMpXqVCfnYV02mS10OC6wccfOcWsxVFdVfwF93XE+Jln+HZ\nMgAci2q1DT2KyCMYpDgvYLrhUfsbLR76cz/OW5/6hw+c62VT40cbJw3eH7j2XVz5vx4iXpLXii2N\ngj865ic+8FX++NKL/HBjXvPWF793/tf+LNVrAe0hzJZLyzVPU9mZkp1bw+uNMVeOiJ84L9fPQvtK\nIQCfMqkUFS6Rar/7mSpn0hXM9XuSzgPF8RA9y1j99Rp/I/xuqlHKcFTFeAUr3SF7By2CKCOqp1w7\nWCbuVTDNFHPkkW5knGqPKaxmMIuIc49RHFINU9JESgnnHEWu6Zw65vjsErXVZYq9fdzOruzSQYCN\nk0WJa0cjdFGVfldRyGbWbVPs7OFGY/JHzuMlrgQw6RLcJqpjJnXowRiqVaHTlx6eutmEKBS90yxH\n+R52PAbnBNdQMo9VrYr7FhqP8M1NJVaArAwKFeC7kIbibwE/gEwmfhz45+Wv/N/l58+U3/9N5/4Q\ncrX/HyvZaBDeO4EDzzUZ7l8uS6GwuFzSTG/rtIx02i2c1phUVJpMLCIs4y2F9XwaSjE841FfCqk9\nc43mrYysHpCXYiD3y8nrVIJBcCz/F/PuP6JXkFdK/YZcakaA7iuiwTCnLAfHJbEmEBZldCi1tD8S\nIxcKi1nqyNw8k4kMoxH5zi56pY2tBqjCEj+0Rh5B7Z5b4CH2n4zwZo72NXFAmmyIklDjlsYkBerL\nL1B/+BJhr8HgUsTq5yz/5eWP8LdPfe2Bc/lCkvBT1z/Ltb1luBfRmjjqU6hv5yRtTTC2cC3iC3/x\n/fQmH+Z3t648cIyPv/ADeD2f2nYZBMcOM7OY/ph0U0bE2WoDtVQn6fpUDguOz3sMzxoqB0IXH5/S\n6IrIt4XH4j8xPlulNeri+f6Jp8juAUvjKUWwyeG3hTRXxnRrU/aHdTZWB8SZ3Pa+scTDkCfP3OFg\npU4riIkLj43qkNVwxPP9LRRwNKnQbk6pBSl7xw2yQcj4RhW/BRTFQq5dVUrg1tt7QNOp8FhGMmJX\nsxgVhbC1wWwjIjwWP8useqIdaVJH46U94UZQlsaDYwEvzS0Tup1FQ1I3GtJTy1KK+XMwHGJWVt7V\nczVf6g96ZpVSjyHNxDIx5Zecc/+9UuoCJ+PKrwN/yjmXlOPNfwQ8gWQKP+ycu/77/Y2m6rqPqe98\nVy/cPHwJlaS445EIlcTJO8NDlcI0GmCMUFW7bYrDntTn6ysMPtgh7oiYS9oVI9fTvzUjr3n0HvHZ\n/PU+9pU3sJ96gv7DEc7AdEMOrZOSXBXKdCGrlYEjmmsFiBTcXBfSBgKE8iZqAXTypjLdyCulvHyJ\nhQgHUDkUgM/Sb29T7O5LDZvl6G4bdzzExvGinLKnVzj4sIz8xN5MsBr+xC0CUl5Kn0V9MVOtbs/I\nGpLWBl97i4MfepTjy3Dlx/7OA6fw6Rc/y8Erq9jVhNqrEd3Xcjm+A3+YknYC0rohPC5IWobRlma2\nbvHPTjDPNZhczFBBQXQ1El3GmYi42kAT7U3R4wRbD7GRT/99lYXXJEB0JA3ctC66BCZ1JE0tUOnx\nCWtWZ9D4Z1858TGlJNZ9/BGu/VBAa+sY6xRaOZRyJJmHMZai0KSJT7MxZaMxIisMudNs1gb0kxqz\n3KewmttX1lCtFOMV4BRFrvFuRlz8mWsP0q7Ldf/r0LWa9B7StCwBErxzZ5g8skZe0YRHOccXAopQ\nER5ZGncTgpuH5HP3dmMe7Kc1mxD4MqZXCl2pCHnQOZnWLXWx/cE3bJS/4T73nHPuqW/m+foDMwbn\n3EvIQ/72r18HPvoOX4+B//Sb+eN/mFW8eRXzyMPYHenQ8rbBh240wEoTiP0exdERptPBDo5FqyHN\ncBWfyZp0/6r7on5c23F4RzOcqYLzmZ1pEL4Cwc1DWuEaB48FCyGVeeNQlUAmp0vF4YRSPk2ERpOu\nBIjgqFRPGsl8Ohw4puuSTZhEgsK8rKjuQVZVhEMHhUUptbj499+IdjpFPXKR2bo067J62biygsef\n90FMLLyDuWhN0jDo1Qj/OMPEOerMKZafG9L72ION4PP/4j8j2vbRkSN8I2LplQx/klP4Ghtqpqei\ncgcvFsarOvfQuSGe1cmW5AF3E4/ZZk7rqqZ+L2G6GjBdNew/0eL0F6cUkeH4XLAQZe28ETM6E5I0\nRRBVmrBKyEjbBccXDBOnMUlpFx9A8r0fofq1m6g0k6xwNMI88zJbrSfZ/lSHolbgtVPCKCPwCqph\nSlYYtHaMpxFvTSKWWhNaYUw/qTHJBBKdWY2/PCNLPLJRiK7kuEI0OrFv21jnBjCTyUKhWZ05hbt6\nS+DPZTnrqhFxxxD1C/x+jD4d4M0s1YMcf3+M871SwMXh4uli6uDiRLKT+ajTyfh6HnDmYkXzZ2Ce\npbzb9Z5EPs6Xmsayg9ZqJ5BoJRwIOx5jZzHFlRuoZl0yBMqAEYZSD2YFlZ4tVY0UXiwNu96HOwzP\nhUR9x3jDwzt3Rgxib/Sp37OLLMGVNnLWE/0Eb6pO1JeUcA2yGgtKddItlaXz0hE5VAuT1ehASpHw\nSKTn/bGj++qU5msDkbIzZvEeFu8/DDErK8zWK0xWjUjNpw5v4oj6QtrKamqBuMvqivGWEtfvxOFN\nC7yvX8EGhqIWoJMMr/fgXlG55bP6XM7ZfxFT3XPMlj3Sho83zQkPYsJ+jirNTXRmma36eFNL405B\nbVsyqNpVnw9/8Dov//G/XZqzBtS2Y+Il8YwcXK6IlV3G4kHvPRoJArUnCt9pS1FUyvPY0tTuWaKe\nNFTTlmK6JopUk4+fR186i5tOsXGMWVul/txtLvzyVNSdgSwz5FYzmFQorKIeJVSjlKXWhGkScOeo\nTd1PmKQBe8cNjsZVstgT0JcSIpmLBaXo4vjkIYUHoPkL2fadfdm9y3vTtFtMz7XKnk8Gnqa2l5cA\nKIutRzAvi0oldDsaSalQFLiieFsGUf8GUWSQycS3ut6bXIly5WstdKOCrQbwlZekARmFEiWVQpcs\nTHd0LBOJNEWHoZQc2qBem1BZf4zRaemE++NSDwGIjsUAt/eYYvVXBMZhb96lm2bUzywzuBQxvCSG\nJIBoJJainU6XbtQe4EtGkS1ZgiONPxKdh/SsaCyER+KanLYpMfXgZdD9V29hj4dQqUAptLGoYcul\njCH54BkxW8kpvR1FYzDuarypmKBmVUXlqCBuGXE3imCyrok7IUvJJfY+VgMLKy/65EsPKg63r1pq\n149JV2sEIyGWOQ92PlFj6bUMnQl4KjrO0EmODaqkTfFrrB5ajp60vPmTf7c8WkTyfcfMnm0T9YwE\n4kBKnKNLUtLUd8S9abbkiQx/pRQo2XHkVWEgzinr1pPvsQtZXVCGs65HEXRpWoc3LseCaYZ3bYeL\nf7/GzR/eIF4tCM8Miaeh8CESmI1C6u0Zm61jDiY1Xt7dwFpNPAppdie4akY8iPBqGXlq0LFm7dlU\ndvC53qjSi/RdRxH4PrpWFf4CgHOYdovs0fNMV8QtPK95GAV5RQxxnFKYez2cH6A4QfIu5N86rYVX\nyHwkXwyOpVxJM/n72kij+j4W8rtd7+mMIW0F2MjH2+4LR8JZGRWVc14bxzKlSFNMt4OuVmXnbbfw\ntk6hHr5AtDcFDZPNUhuhVErKQ0U4yGleg/SD5zDvv7yI+t7zb9G+MsMbl9oMZQMSyt2/z8Jfoggd\nRUUkykFAT/M+gs5gdLb8XSd9iajnWHt2Cpk0s3S7JX6c1WopgqvwNtYxa6vYxy4x2fAxmUwgkraQ\nsKKBJW0q2tdj8khQmaNNedCyxlzazdJ9LSZtB0xOW9IOXPtBj7/8bV944Bw/+Ve+zujh9oLg480s\n/liZ6ToAACAASURBVKhg6dWMpGlI2l7pyahJu5IeiwR6QdzR3Pjjf/eB4738sX/Cd372a+w9FYmm\npgd56f1RPbQo58gqmqXXEjovD4n6BWE/E27LIKd1dUJ0VJA2ZVIxWTdMVw1xWwJxdCR9GZVmYK2I\n9pxahSTBtqqc/s0J1W3DaKdBpZbiewVp4qM9S5YZ3rxyivE0YqUxIR6F6KDAaEsyCfDrKUWmYRCw\n9gxUrvVASxbg8vyBmt4mifS9hm9L5VeXiVfChXnw8KxPEUkgLUKFN05xkwnFwYFQ6pUS1mS3LfJv\ns3ix8c0h0brRWIixqNJvRRmDPf2tNR7hPR4Ywn/zAt7e4ATdWHZr51FTRxEuz4RElWWoSoSqCky6\n2N5BJSlqmhCMHK1rckzri4qQ9RVpyyMYWQaXQ7LVOqbZJL91B+V7+P2p1OsxC0PVIhKl4+l6qalQ\nMiijuc+lE4fleQ+gCFnYsLsSE189sHgvXxfxjSzD9o8EwDQcYkdjUBo8j/zCBklH1KeSltTalUPR\nTDy+YCQTaft48VwWTl5bMJQMonVtir83xMSW1luK2rbjZ777F/lLnVsPnOOf2fwqgx8bkbYEeDNb\nNqRND3+Y4c8s9dtTvJnl+HzIbNlDFY5wWGB9TW3nbajUcv3tU1/je37kGcIjR+2u4Da82NG4NkIV\nUNtN8UapwNdzizdKqL6+S9LxiJcjnFY0bmeEx4KQ9GK36KlkVTEWytbbsmN6HhzKrqtev4G3P+TM\nL7zB8rOG6d06hdWEUUqrNcUYi9cQQNPdwzZRI8EmhuOrHXRQkPcjXGyo3tNUDjM4HmM67Qfe27ys\n0PW6ZK+lCRCAWVkhW21gYkulJ9mXP3FQWid6scPc2AU/wLRbmKUuulJBGSOajkdH0mcCKd0aDUH/\nzmYSLLQSZG+WSo/luVe/5WfrPV1KuDzHdhroJH0A9aVrNengzx2xZzPRvVMaXC6O2e2WSGTVa7R/\n/U2Kh7fof6AmfgBOtByjHlhPU+lZCl/jhyEMh1I7Do5Z31+ClS7jhzsMtzyyuhjSqgKyhmAYikCR\n1cspRUXk3FAi6OI80YpUBdRvOzqvjzGDqWQ1K8sMP36W5vP30M0G+d7ByRgszzl6X1V2/2NH63pG\nEWmigwRvnIK1FLWQZEkAXMvPy67lvv4q3tkt8tt3UU9+gGy1we7HQ6bnMv7yJ77A91VlqvNskvFa\nsskzw4v83OlnePlj/4SHX/0vWH3eCoIyUKSdoNQdiEgbmtpuTtw1BGNL/Xeu4jZXufHZ7jdcs/n6\nm+tf5/InP0T0QhV/BPXbU/StXSovjeDxh0lbAcGRBa3IWyHBcErzykjESgpH1omI+gWTNY9gbFFV\nUYAyGYw3NUfvqxKcjmi9eIi7u4OqViQ47h2iW01Wf/MuJttkvN0i6ziKC2OyVB6HIvXxooxk5nPh\n7D43tpdxhyE6VdRv+ax9bQxfeYkC6VnNfU1sHC9q/fubfioMMZ02w6fPMetqwpErYd4yfRpc9Knt\nWhpv9CFJTtC7tZp4UNZquNEI5xxmdYX8zl2UHzz4NzxvgWkAUP63XkbAezwwAKidQ+xaF0q8/Bwm\nbEfjxbTC5WIQoWqh6BeQgnUUHzgnEdpo9DjFqRr+VOjS4RGEI4vTiugwk3T57BrGSuPHdDoUvT7q\neERjOCFpnKVx1zLaMqU6sCJekYbknEod9UrjECed9vEWRIdCbmreStBpAb0j7HiCBqq/8ix5OYJS\nvofLwDu1jquE4qCVObKG4rgmmYHOAlTh0GmOdzzDv32Aq0ZMLy3hT3OyP/YRillBCMyWKmQ1g0ng\nwoU9/lLnFjv5mCt5nRWd8bHoJj/RPJl+FJFjvG6o7xSYzGESy2zJkxHbsUVZR/NmzOFjFeLvf5jD\nJxzRwe9/7f7Nt/8M33n3r7L8gkO9fAWb55iVZbjXo3LXYlc70ncxmuMn1qgcpuhZjioKgpduUvT6\nVJa65A9vAaKCLXbyTqYzTpOcbuM3IvThEJcPUZ5PsbuHy3M6Bz06xuAePsvutzVxq45sK4GxRzY1\noOHmS6fwJ4rgWLH0aoY3S9EvX8MCZnlJ7rMsxeVKRoXntnB7hycoRKUwnTazR0+LaW8Os66UczoV\n7YnqgaXxWg93d0dYs6WTlJ1MJKhEEWp5SRS67tw9sRy8by2y5UTk5N08s/gW13s+MBR7+yRPnqXy\nVtmI6fW/QbjFtFuCX49C1GxGcTzEW1vFu3MojZtqFWUtq1/pMz3XZLzhiZjLki5twQLpvKsKlckS\nOs0ojofyN5zY5C1/8Q75ZhdvFjJdFUhk1FMLV+fJ6QJVGNKWwJ6dVjSvOWr7ObW3+rhKgD4aCWou\nz2C5A4MBaFNa7mnBYKy0GT7cIBoUxJgSKyEBJ21olA3ABejCEfqGrFthcMmneUccmzqvzRh/cIO8\noghGlqVXLT/yZ5/lpTTmN8aP8YPNlzjt1b/hPAcDjXIyvTGpY7jlo0umaP1eQV7VpK2IqO+YLWsa\n1xWjy+9cSgBMbcpuEfIjf/RL/OqNT+LyHF2vke/s4m2dFvbg3T3YuEjWLOvn3JF2Iyq3BtjxBO/0\nJsXuHvq5N2ie2yL72ApJW0xgdSYaBtM1H9Z99MUGeXSa+nZKdP0QZrGgGPf2MTd3WC8cZrfH5PEt\nhuc0Ji6h6rHDiwvqV47hzo7gB6ZTqffHk5NReZnaL+DLc4Utz8fVq1hf+Cq6cFR6jqwqytF5VRFc\nyxcjToAiSRYKZYJdyVCIpqNuNMTU+R3WyX0eLej43+r6AwFO/3+sbwXgdP9SH34EPYqhdyTNmVIc\n84FO8fziRRGqUkGFAcXR4IExj7d5CrSmWGsz2apJYMgRcJIH9Xs50cEMlRXo4ZTizrZE+GYT5jDU\nSoSrhNhaSNqNULkTRl0mQp55PcDvT1G5RfWPhQGnFC7LZP5cNpqU70Pgk212mZyuEBzn5FXDrCt8\nDNEpEFdnbyZ1ts4hOswoQk1W11T3U7Kax2zZo/vCEfpoTLHaYnq6hkkcld+7zuC7LvO7/9PPspOP\n8ZVi2dS+4fx++0t/kv3n12jcFLiuM2UwqAil22SOpGlo3EmYbASkdUVWV3zmR5/lb238Hpf+yX9O\n2NNc/p5r/MrlXwfgl8YtPhxus2wM1jl+9Lv+tFCIrRNRnUvnpIHYH4iUldEiTpIXuHqFvFOVJl5Q\njn9/+at4pzfJzq4wWw0ZnTZ4JWU7GEvqrnNH2pCxZ1aXEq6yJ7iR1vWU4CjG9EaCN5hModuG/cOT\nrv/8gQUBE1Uri8x0bkG/WNpIdteqMz3bBAVx21DpFQwuSJrvTwRoVv/ytcV7tKMxqrwnKAr08hL2\naCAZY5qhAh8211G9gZTSo7EwLEszYzeeoFrNdwRd/TsFOL0XlnvuVfjAQ7jJFFcIBdXFCSoKcXH5\n4DuHaTalfovjkwvtB+hWA5eU3eDjIWY6peJvYZKAItTEbY0NIG0abFDFm1m8WoA57EMqnWjblyiu\nAh9Vr6Ftk2gwEfbjlevS0zCGQClIM2kSlQo8ttx55kHLJSmzpy6QVzSzJY1JoQg80vqJa5VJ3Qni\n73ZKXjMkLUPWNFTuzRht1ckrEU5BNChQ2/skHzyHyi21myPZjdeW8WZywKmDi96DQWFsYz7z4o/x\nC4/8I/7byp/gSnwBbyoNzKifMdkIMJkj2ksIBgadFuQlfdik8Lc2fg+Aqz/ys3zvm9/Ly8+dh8ty\n7B+sH/NL402aOuZ7qgn5Ug1zbw8XJ+hKRNapkHSb1L/Upzg6QnmeKFPlOXmnyuR0haSh8GcOcBR/\n5EnMCzfwr+2gijWsV2G6ekJhLkIYn1HiMD0Qsdm4I2jKtK7Ia4a0Vacaenj7QyHnHfRRrSZeFEEl\nwu4fSvc/k+t3v0DQOwWF+OF18qo4Y6dN6TeNT3ko6/BmEEws1buTk7IXJCCULE2Uwu0dYJY65Lt7\nMm2zFnVnRwSRu21MvYbtHWFHI+FRRBF0W/AOgeHdrH8vMgYA79wZiBPhEzgrD1gq8+UFRDYMMasr\n2F5fTn6cgFaLEQ9lVLbvP0feCEg6Hv6ooKhodOLI6hrlIG4LG9ObObpfP4I7OwI8yXPJUsqbRy91\ncfUqajj+RrEMbTAdcdkGUMtd0q0O+09UiPpu4WAUt0+YnOJiJWQsLxFwT9TLCF69g/KMBMbSvxLA\nvP+y7ETHoxPbOiB9aGMBub3yDz7M9e/+ew+8tL+w/XH+9ZX38aGtu3zu4m8svv70i5/lbPOIrz37\nEK03Feu/dUDxpvhDKM/DfvQRbv5HVbJu/g1jyvm6/MWf4Mqn/8Hi858/PsVO2uanV17juz/746hn\nXsQ7vcn48U2OHvKI+o6lz7+CHY3w1tfof+b8okFsfclc5gGgelDgTQq8SY7XGzO91CWvamZdTVYX\n9Kc3E8LSHN9hQ8AKClVEc6F5J6e6PcPsDyi2dyR9HwykeQ0PcCHmHpH3NwK9zVPkm0skSxHBIGXv\n4zV0IojOuShvbScV/c5rt7Bphg78E0i/UvK3rPAwdLsl18/zpOQoS4l5g11F4QngqcQ7vNP6Dy5j\nANj5nk3WnhlglCLfO8CVF+r+SOyyfJFBzIEpaLP4Ge/cGVy7jp5mhP0xuC5FRZNVNFnpkhSOLLW9\ngqSp8WLH9FyTqOKjRzHKOfLlOne+u0b7TUvnhZ6YlgY+ZmUFe2YVffeAYm8fHfi4WYzaXGd2oSt+\njRXprBeBCMxOV/SiyThbLU1rho7qYU5e0VR3YswwwZ1aJq9Liuu9LLQU0+lgr98WKPWcUxH4uDQD\nNkjPLBMoxUcv3+DLseUT0Ung+Fdf+RDOc3zu0ydBAeCZD31ePjj/mzz+P/4FZuc7VOMtwfSvrdK/\nXOWxT1x5IJi8feXjk2751Kb8/ZtP42vLT6+8xu7TNTaeQfxJ44JwYKQZXK9hRyOhZYcl76OmCIaO\n2bIgEK0nmIb6NoQHU9QsQacWv5B+w9SJiUteEwDY+By0rojobxEIshIl2cV02ZBVa3QGIqSyABk5\neeDmiMK5R6Rpt1BnTsF+H7e2RF4PpNwsHPsfqRH2pVyZu137w5zwxgHu6Fh6AsbINYqihbOUjkLs\nbCbGOm/f/UvJQpyFtGyGl/BrU68tphp/mPXvTWBY+bmvwGPvOxnrzRuQ8/+dQxmFG41Q9Rq2TAOV\nMThbSI3YH6CqkejqVSJCrclXGiQtQ/VQuAACgnKEQ8tsScxmJ2dqKFsl2kvwehP+/p/+P2jolIEN\n+TP/7C9y6R/3IQwE0bbUxqSZcDeaTQZPrkoTKppPL9TCSFcVUjLkFUV1zy0k5kenPdpXU8yLV+Hi\nFgcfbYv56bFj+fgU3mFFutZa3huUO/pkJhRdo8mbBjNuEOgBd7IlPp8XfLY+5M/c/g5Uobj+2Z97\nx/P813uX+amlKxw/mdDY9nBHwvjLzqyQV/mGoPCFqU+G4SNhj1VT4yc+9uXF96o64NHuLl+6eZG/\nsvMk06emmIcvUbx5lWiwgslOk1c88q0VTJYx3KyQdOR9+mPJqmQCoYmXy9FvbtBZjeDF14nSFJp1\niqU6OgvJaprZsqY2KpW71qXHYGIx9BHQmQCN8ooivLREtT+QfoPvC3guDDEba7jAR01mFIc98jt3\nBXB2dg2cw7vbo/epLXQBtZ0Cf2oF0RgXRHeOoXdEfthbNBf1Q+dRExHi0b4vjM3Ah/t6Zc46lC4n\nbM7JCD4KcYUVVfDBMcrzyD50Ef3bX/9DP0//3gQGnMP5BnPpHMVb106mEvP/y+6+y3NUYUWyezY7\nwToUBYShBAVrZbw5jfEOFWHTZ3zaK01e5XDKQv1eBtahc4f54vPC2TCGP/+//iVe/Kv/OwD/9kf/\nJv/6PznHf/e176f+e2s07xREKzX8gxXStXppRSZNPZOUknFaEa9AdMgCDDVHSnZfGqLjVOzlvu+D\nZBVB/HlTUasePdyiXvFlfGsLMThdWabY2V2g88LdEX7Fx1Z9Ql3wi/eephnEfLb+m3zxpfdx4wd/\ndnFaX01nCx+IX5nU+amlK/L+lbg3B09dxv/yK6StgMbdb0xh7+UdDvIGu5kAgX565bUHvv/p9huE\nF3J++Xc+Ci1xZVqQ3b4yZPQDT6BsCJc2yStqYXVfbt4iNe8L/b12T0qsyrUehVLifN7rw5WcSqNB\n9dQaLWsZPLmKP5E6X+cnKNXGdsFkzSzg8b1H/9/23jxIsuw67/vd+5Z8uWfW3tv09PTsMxgMQKwE\naEKkRUogKZJh2qYsh0gFI2iLIVkKhSWS4QhZjpAiLMkhUZJtSrRkWaIokaBNghQIkqZAwjYJEBgs\nM8Bglp6l9+quvSrXt97rP859r6q6ZwY9mJ7unpn8Ijo6KzOr6la+984795zvfF9A0r+f9rkpwZVd\nVBRBlpKfuyBTj1GEfc8Dog2iFf7GgKLXIr5fnMXTlibILNHaFH3mghSawwCbpFKwDnyKrW2KbzwP\nyNRkydw18X63Q9XraKX2+Q0NGXQryjFsJHjoXhd7E4ICvJ0CAyLgysYraMK4fZeq1aptg15awFy4\nLBdPu42KIlRD2jzK92E6FUnuS5dpjo+Rdk+QdBTBxNA6P8HUfLKOL92Bwsi+8rJo1Rz718/xPX/8\nY5z/q5aPnXqBD3de4qXv/pf8qWPfR/a3Vxiv1MhOR/ixBK2ysl7etfyppb4mFOekK6Ir4LwnigIu\nr+EdWyYYRxjPY7qo3f5VBoz8pUjkVrWH7nWZPHKERpZJWry5Betb6Pk+aT9iLW6zE9f5myf/PeCx\ncuLw5/dIWOeT4xaByvmh5r4/QXAplGnQpkf40Gmmbl7jY0//EJ999JMA/OvBAv/u8gf4X+/9Zb6c\nHHtFX4nVrMdiOOT0o5cZpaFs+U4s4w2n5GfP0z4fMzoR4SUFeaSo7YnZa9KTx5NljcpFsr+oSQfC\nrm3izfUp7juOinNMMyRXEGyMYHsXXSw6Z2lhXYYDCarTOV1xIJK+yLYPTmpUUae3OwVPU8y1mBxr\nEG2moIUAp1ODzgoJCisNUXu+MqVzeVts9HZ2XzG9V74M6Jmr66hWU4qH7TaqFh4qSAqrUToVutHY\nH+d2NzesRUUN8vuPozZfv7nMK+FtFRiKMy/BB96FfjbHTqf7lWKXTlvXQdCdFnZviK5Hsuc2BjMY\nYDc29ufolcammYxod5r0vrJB0WswON1kerQOFsJBTjwXYLsewWYTr3EP7OxRbO+iPr/NqfxdXJzc\nxfN3Pco/nfPYeVBRf0TRWJcJzbSlRGreusGrgWNNNgErBbEyQ8mb4lY9PdGmMV3AtCKyhhOxtUgN\nYgtsBGnLo/7Yg+j1HeJHjsuIuLNK93pdVBBgLq4Sbe8ReQZPWU76U6C1X0c4gIMBoYKSac2474GV\nzCcYwYXnluFRecvPn/1O1l5e4KfDH+Lb+y8D+4Hh4c/9lzzz7f+Gvz73En8UGzxl6HpTfvFDHxdl\nJ9WjdaSH/6Xn0EfeTbA+In933XEBROTWn8hsiXRrXJcmt6gjSxS9BkXdxwQek5WQ+kaGihOSd93N\n4C6PcGDRVqT6k56qgoMJZN5ifESTdMUIeLqgqZ3oYD3FzgMB7QsFaS8g2ohRmSHthuhMkx6v408N\nemrwL24Kf+HcRdkaHBzwg321p6vr4r1aHptm85DaWIWyoHhA/NhMJm5gqgDPw9+d8urMkdeHt1Vg\nAPC2R6j5PnZbSdo22Tf9REk3odjaxl9Zlu7FsRWhzCqFhUPzFioIsdZinjmD1+/jeZruC5bxXU2K\nQBH3peCXR2AenxcRl6UVei/n1D/5RewTX4fFRRprm9Q2t5h7+H423z9P7+kdTOQTLzdIul51cWNB\nWVGQBgkWzXVZT7QekzcDwqfPg9Lo7V3a+RHGp1oUNVGX1oUlD6WINj3WJmxHxPMBVkFjoY89fYRJ\nL8SfFnjTJfzL2/TDLT7x2GeAFo998c9ijObpD/0Sic349dESq1mfvzZ3vc5O50XwYymUDu7y8WNL\n96UJw7v3W55p7mGV5WuXj/JgW5h6P3X5Q/z2049Qf7nG/S/+Rf7yD3yav9w/z0ei53jsi3+W5XMx\nO/dH7vNt0O28i2Bk2Hr/Av7YMl2W7kK0KduuPIS8Cd2zhrirmSx6xP0lcdtydZlkTjE+4rGUzjE6\nHtJYM0xWHImpkAlUE8jId+dCQl738BJL2hbxWS+zBMMMlGLha4as5ZFHip0HmjTWc8JBhp5k1F+Q\nrMA2RG1JuQtc+b50rdydX4eBY+MaTJqh8rwyZ7aDYdVNO9QCdduKQ89BFTCG3/swzf/zC2/k0jmE\nt0278iDy7/42ojNrIuFdzsSXQi4HVHR1uy0cggOjsmXLyOt0RHy12RBj3FpNNCX7HUwrIu2G5E0p\nPurUkjU19Y2MtOdjPEXjaoL/jbNCwQ7DfYLV0oKIcAxGKK2x7Sajh+bRqXU/yxBdGbH6XfPozNJ7\nMaW2MYHCosdTNzGYUmzt4B0/gvU069+5gvVLLQNDURNW49bDPotPZkTrE1CK8V1N4p5Tx04s/T+8\nyPixo3zw7zzBC8NFNn7uHrYe8si6lmBPuiB5A/RHdvgL932eb4yO8ZknHsWfj7nnHxiyTkg8HxCM\nCtKO9OutB5//n6RG8fe3T/Or599L6BX8+ZN/zA80z/A9/+Rv0Lxi2Dut8ScQL1rCHcXkvpS7PyET\nnKOjzsrPl/Zs5mLNwtczkp4EUqsgHFum8yKGowtbtXR1AXFPiSCuG3vHiqhuslBDGct4yRdp9s2c\n3dOBm261dC5k1F/YgDghfugY1heWqs4MOjcMT9QIh2L+E10Zoc6vyl2+1ZAbTD2qit6FKzCWBsTX\nKipV5+XBa1B7qMDZ1g2HUjROEnFb0+q6TKIcAVC+fx1N+lq8nnbl2zIwJN/3fhov72JePI/NUrz5\nuetUpHUUCatsbwBFgU3TKhqrIJRhFGNEGSdNMWkmTLY4RjUbFAsdMVgtLHo0EWWlpR5ZOyTriOVd\n5+tbqNGE/Mrafk+6HsHyYkWBtpOYYlNk7b2FeYqVPslig917AnRhKw3A7osTTOgRrg0p2hE6ycnm\n6oyOhaK9MBUdxLQpzMTm1YJoM8Z6Gh1nFK2QzUfrUuDUMtTVf2aA3puw995lilBGzbO2SMz7sQi5\nBKOcjccbla17EUH/hZzaZkrw9Fn2/uSDmEA8J4OJwcssl/+TjJe++1/yyXGLf3Tuuzl/ZZ5HT67y\nzKUjNL5SJ9yVIGh8yDrCSajtWKIdQ9LV0hHYNVUmlfQVkxXLqU9OiJdqTOe9inXZ2CyY9oXHYH03\n9r4j53TSkeBQ1KSOU9uT58tuRlFTbvvhTICUbOfmvrKFPXsRHjjF+od6dM7nLkBpwmFBdHWCfuGi\nTDM6FHsDaQmXXBhHmy7JWTbPhfi0vCicloNS7044SPe6VYZ7bQDQkTBrS7HjQ/Wydz+EeerZb3pd\nvOMDg6rV4LH70WdXK3Za2fIB5CL1fbzjR7Ejx08/ULS5VhLrWmnu6vdcm+4hBSHl+0w/fD/TBZ9w\nbGj90VkKV78oHr+PZC5ksuDRf36C//RZqEfYvQE8eA+D+ztMljTGSZx5qdB5vQSylnQvmmvCVhwd\n1fSfz0j6Hn5sGZzwCEbyN7ZWc5pfu8zqD95NtGOclTqVTZ0/tbSu5DSeuoid65L36mw83sBLLK3L\nOc1n16AwmK1tdL9HcXSe8YkGcU9o4vOfPkP66En8ccZ0pU7c9+i+KFs2qxVF5LHxnppkBKcH9JtT\nhr+zgj8RrUh/Ykn6uiq2lpJuOgcvNcQ9yUBK4RtlYPmz6+SLbfbuqVMbSgehsWHIGorUeVxmbdG0\nzCPROwgH1qlYydh5MJbMIm1LwVcW7IbbEK/S+mZO44UtTKsOniKdi/BHIkTjre9RrG+8omJSdQ5E\nkSg0j93nYa10EsJAOCxRVLEbbZJIXWsyOZQ5lOfcQdXz6rVmE7TGTqfo+Tnye46gPv/Uq66nxDuS\n4HQQNkmIl+u0ru4rHl13Aff75K4r4S0uCs98Iu3LSgHKsc7y9U2ZXygMNs/c8M46B81fSpjJBFWr\nEX3uebxvu4+86VGcWkHt7qE7bbJAo4wVhahQZLv08gK6UWd0vCVKwRNLPC93s6Sj912kdi3WEzak\n9UTDMekLcSdtiw9BmWbHcx7RSp/GpiGrK3ovTMgbPnnLY3CXT9pTxLFHtNgjPtpmcJcvBTgfikhj\nd/cgCFGNOjaOsV9+hs6lRZrHFzG+rkg+05U6OrMEY8PgVJ25r25j6gH+l57jxJWT5J2ItN8gGAQU\ndxninqhzT5ZFYcp36b7V+zZ0WUOTNaVW4k9sJdNfzDUxQTlQhdN+9PESGSTzE1vRn8vPx/jyf1Er\nxWQhae9rYhgfanuGRGvCsWV4XBP3A7Dzzu8jI7o0gDST7G99E91sSCY5nUqqf80Nw8RCditnK2yS\nYD1POkogGeeBDNaMx5U0fPXccIi3vIT2fczO7n6djMMmM8XJZfxnz920omOJt7RQy2uh9dQqZr7z\nqrp3xca+vkGxtS3FokYd9cApvPvuwWu3901LTUGxuSUpXBjKHSPPxPjDmYoehHUafbUX14hWJ6jM\n4J04CkhxsbaV0HppQHhlwPR73k223GHw+ApJVxNMLOHQEG2WjtwyIOVllsHdIl+mCpzIhxCj8oYE\nkXhOM1kRdt/wpGZ6tCkmOVPLdCVidDxkeNTHiy31DUP3uaEUKbdjwpFIzpcXy+TD98PSXHWyeq0m\nux89STIvKe3wgyeZLoWkbU3e0CQdKezmvTpFI8S+6z7U7hD/hUs0v34FncudvfdSKp4JsWQvxpdt\njZeAPzZOUDYXAdhURF6ba4UQmhoBtZfW8WPD6KhHPOfhTy3GE5GT5pUMncs2SpycqKwEawODKmQb\nVWpLgrxnsigj1klHUd+01HYtaccjuiRZ4+TuLgR+dS6U+oveyrIEAWdlDzKKDaCUkpkdN31ZRZN2\nGgAAIABJREFUuk95vS5mb4D3wL3V+aKCEJuk1c+oztG1dTkv61G1lSh1Pr2FefwTx8k64X4d7Sbi\nbRsY8ouXKJrhYaFOkOLOqwQLOxqjt4dCY/Y89MnjeIuLkro5iS3dbqGUktkKZGjqoHZ/uV9Uvk9+\neRV15hx6HDN8bAnbaxO+vIF/dRd1QXQgJosee/fWnbOxYrKoSXpa7qKe3EnjeU3cE0em8s5YBHJR\nJT1Rh8JC+2JBfV3Scn8s5izGU0wWZGtSqlqbQJSOJiebpB2PzcdbJF3FdEGowTqHvdMBO4/1xYtj\nbwC69I70KBo+kyWPIpQLazqvyZuKaKdgciTC+orB6Sbjx45JSp2mxIsROoPtB0M3tWorQhfIXT3a\njOm8NGb3dCgS+E7ubrzisfuAYuf+EDPfwfjCTCxq0jJFy/+794rSclm8NAHE87INs0qyKp1J4C1q\nQhpDSYtTDp4bX+/K784WG/i7Mc2vX6F49gW5Cbgittfrikmy85QoDWHsaAxaKM6YA3aCvS5mMqmK\n0fbiqtyAFhexuahal+pMB89ZMx5jxyJs6584jj55HDscipqX7xH8hy9/i1fIa+NtGxgA1B89SfzR\nh0TjcWVZnjQFutUU5hmyl9PNRuU5aKdS+bdJImPck4kbdw3xlxYotncrBqWZTCSD2NjAe+Bep7gT\nVq+Xe8ZsuSMipoEMbtnxFDudUrRqtFZzMb5VwuKLdgyt1Zy8IXvmtK0IhuJj6SVS/MsaoolQknOU\nc4IaHfWYHJGR4tqeDAmJx4WleTnGKvAyuRib6wXNcyM3jiyFxdquI0l1NHPPJFK3eP8x1IP3gtL4\nk4Lximbr4ZqMNFsxXMVCuCeV/iJUDE7WGJ6Q8XA7GFGcWnGZDZVZaynomvSkPuClFm9ryNa7RAtC\nFbbSL1CFqGd7KcQrTRkgi63jGVi6Z0WOLe0oBielEJl25PPqv1BgPPdzLAzv8kg6orMxWZFMKxi7\nQBso4nmZV1HGopMCPZpQXF2XduJD96DdRVvs7skW4UCtodjccgHBuVBNXYer3a4el+eNmUwoXngZ\nkgSv3Sa/eGm/xlAUomHqUG5V8ouXhKsTBKgHTlHMf2uGtTeCt3VgAPDHOWquT7G5VaV8wi9X6Mce\n3NfLQ7gLxdY2NpfiJMY6PnqBzXLytfWKr15mBcXOTqW9Z8bjitKqajU3uBQSPHdJ7raLTalLLPRQ\nx48QL9UZr0jbTIRTLHFPM17yCYaW6YLcuXRhq/2y8eXkDcaWYExVSc+acjfMmhYTWKaLssVIO4qk\nrxgfi0h74hptfDHhtb4m2nV6hIkEl5L5t/NASNyXLcL43g4qqqFTcQhvXSmq8e+04zNdUgxOyb49\n7YjuQW1XLmjCAJUUJD3tjHCc9L6nSHqqSumDiQEjOojKWjHb8WR7lHb3TXuskqChCqhvSnAcHvPx\np7D41YT6pnwutV0nkNvR4kq+4AqdY3nehCLhX27BdG7Fam8i07NZQ+PvTjEbW3jHVmS7+bXnDk1A\nvpY8u/L9SqW8GAwqPkMJ3WyiG41DjEhveQl/ZfnQhCywv10txV/CgKIdYb/09Ld4VXxzvC2Ljwfh\nxTnxqXmiaVyNPivfpxjGqPF03yA0yyVYNBqYwUBk5l0f2et2nCjGcL+I6YkZSGk95mULMkhzdBH7\nVRHhtADTqWgCOqPWcGsZcoNthMJ6dHv6IlR0z2VMFv2qQu5P5W6fdHU13JP2oHXRurRYUmjnLI/1\noH3OzVZoeb83LUeNNeGuTBPWN0RwxlvbJXm4TV5XpCuy/dB5WQiUn5lHsPWwj05P0DizydKWnOzn\nf3BBNCszzaf+q7/H9/zyXyeed5JlGSx9ZQvSDDsas/3u0zIQFkPakdZk2lXUdqxMO0YQDHK2PnKU\ntCUnf6meFYxlWKqspSR9aQUrt32Sbo0wH3cerKFyCQwmcFTzVCT1w4F0KvwY4jkRtynqirwp2ZJo\ncsowVXO9wB8brNaoMCQ/d0Ec08djVBSJNoIfVLLxqlbbH+13Y9hKKWlnuqlJFdVk+nFhXsSExuOq\nblAGh2JjS4aqGg1sUVS6IjaXA6xbLfTCHOmxPvoPn3xzLhiHt33GYL/0tFTZ281KPr5yBM5Sp+Jr\nUIGPUkrUppMEThxxBqWxPBfvp4xevy9MycJlFkqhCoMKArwrm7KlqNVkr6i0nBQ1Tft8ghpNsZF8\nT7ibYzyobxt0bhkd9Smi0jNBVWIspR6DH1va52WyU8RQZMow6VP5O1gtd+V4ft8+rxwSyptCFrKe\nYnKswfhdR2is5/gTS+9FQzASj8jWlYKkL5mGZCRw5SOiM1E8cwbTrNF/oaCxahnfkxEpeM9Hzghf\nIBA3KrU3gq1d0g89iB9bansGlBRM/akEB38qF6WXgDdKpX2o5e/0UglQJQehRF6TzGiyLDWGPFI0\nrxTS0nS1giLCmbfYqrNRhLK9KmpCo/Yn8rl6iawh6cnnFm3L8JP1FHo8RbWEXZVfXqXY3ZOgUKtV\nLUSb55jxuNqqVszZoqhcqmxhMCNxprLJAYn5ay0VTVGdkzZJUJ7GW5gTchOgO22KXutNDwrwDggM\nALXfeoLsSOcQcURHkaR7zSYmjkVr8UAf2V4Qdeay8KjvPSkpnfawd62gwhAdBuiFebSjsmKttPbc\nVsMmSVXFbn/2DMFTL8HmNt6VbUwgike6gLSp8WNcP11Ve+u0IxJp/sRK1yBU5BEMj3tYJXLpeaSo\nr+0ToYKJZArBWDKIYOAyh9QSDOWCGJ6Qil/a8chammAqXImiLgW64THPpTuCpCsS+NvvX8Q/eQKV\nZOjcknUUD913mSN+i//22O+4C98yPip2aRxZZHwkIKtLsRAn1AqSkcRzCpVbOhdydJxiAgiG8nfn\nddkyZS3JKEwoPI6sJazO/guFFA4L6whewngs/TpBAmzakQAZOSGWrCX1DT+xrjsigjftywW2zJ8t\nBOMcG4Ui6gMirLO8JC+7c8hbXKymG/Ora/h33yVBYzrFjMdVJiBisTlmJFvN0vUaONzVusZmsdjd\nI79ytQpCZrGHTq+hRL9JeEcEBgDvj76O9/D91QEx7gIW4RIkWqcHovlwSLG1g+73ZHptJBwHb3Ee\n89SzFAMxlbXTKTbLKXb2xA49TtDtlqg4uQPtHz8mCkAAR5ZEaGOY4A8TvERUfYwvJ7+XlKIsVlye\n9+RuN13UFRFIl/3+tqL3clZ5VIiisgSHcCCZhAkh2hZXraylmC6Kj0XS9Zgsyb47banKG8OLZXbA\nS4QrUNrpKePk5GohKjdMFj3yCD79wKcB+EAt4L//8V8STw4Ppt92CtMUNWsTIuzGvbKGIOut7cm2\nQ6eGfE4UurO22PN5iZM/27Mkffl7mlfk754sSuAqGY71TekySCdCWJhFTeoXpRt50pFjEe7K57l7\nWpO25TkTQNyVS8F48neGV4fOWi6XmpHnSZDQkuqjPVQt3PeM6HSE+1EUqHodr9PBP3ZUpAObjtPt\nOlkm3tcltVmKjiK8hXkxX9b7tvXK96VwfmQF9b5HsU+fqUa032y8YwKDzXOGD/bhvpOHPCBV4O8f\nuGtYoDZLyS9dFmWnvYHwGTb2mZQ6iih29iSiG5F2M2km5BV3V9BRRLG2IQc2TTEvnie/dBm9M6Bo\nhLQuTkVnwOz388OB3E3zupy0metM+LFcsF5CNXQ1WfBdz59qdBsrxczmqssyGk6dyN2xlZHaQTCU\nGY9g4r4/tdUoeDC0rr6hKvWhaDsnvqvH6P4ejfWCon748/p4Y41w11LfKcgbHib09l29E0v/qV2C\nsZHgNZKuibhze8QLoShQJ5Z4Yb+GEM+rqnuR9KQ2YEIZLzfOwWuyJBwKEbexTFakAFqEEiSzllC9\nsbgAJ5+xaDHK+HUyJ5lazbFN1STGjKdyt89SbJ65waei2noWa06JWSlMkkinwtWi1Hyf/PKq1Afc\n7ESVabiOmL+y7CYqG6I5WhT4SwtVcLBFgWq1yE8soifpdSS9NxPvmMAA0Pi1L5AsN8kfOIEKQrxO\nB1WPDjHJXgn5uQvCUGw09ke481z2iNYcIqYozwNrpZXp6hk2S7FPfF3ku5p12WaMx/ibQ9J+iB+7\njCHAuSrJHRIrNOFgKOSjpCNdhnLf3T+Ti8dDKtOBOrO0L+WgkAu3JsVAL8HdUS3JnHKeC9C+nBGO\njPyekQxfxfMajAwotS/n1PYkS0k7UjwdHQ+xSpyTzDXcrpaOqA3k54kdXlDVFeK+pmjXCEYFxmVA\nXmbRhWV0zGM65zFZ1KQd2RqVfApVQGMVGmtOk8KXi7uUYsvaytnnyXO6kCwjnpPgkvQkqOpUaizK\nyqyEl8jnEg4t0a6hviEt4em8onXOuU0fYLYqP6iKhaWxjC0KubA971C2CZCfPX9AaCWq6gQgxUav\n34dGHTMaS8djOJTtx9ZONXTlLy9RLPZQmaF45szrP+HfAN5RgQGg/uxVisjHW1m6zjW4LBjKMEyI\nt7wkB97VC0x8mB/vLczjnzwhQcC1Lw/y2ovBQAqTB/aRxd5AxD2bTZFHt1ScfS+R4lrekFRYFTBZ\nlkNUpsbtiwXRruyPxyuetPnKCzVQ7N0tG+V4TqPdnMVkWQJEOLL4Y7kYaruG8UrA6IiMEE+WZM5C\np9LvTzqKxtk9mlcLilDRWFOV2pTMNRjC3cN74r+/fZpgVBAMRQaviNy6PCkA6tyQ9H2sgvalwtGd\nxVlqcK+k8MrIXd6LbVV8zNpumnIgdQ0hLEHSde1OBcFIui/Gl88zHEgRsnnFXdxWvt9LJUiIYa7z\n43SBuXWloH2pQF9Yp3j5QnWH1o8/LJJ4aYY3P+c0LUKwBjONxSTn2jkHAGvxV5Yxg9Gh86JsSdrt\nnUoNWr7R25/0neuR3neU6bFm1eW6lXjHBYb84iVqV4eYbgtOnQCoOgslYUXoq+LzUKaHQJUtlBXo\nYnOL/NwFgH3ZONerLtNFrN33tXBfF1vbkmaOxjTODwjGhtrA1Q2a+yd+2fdvbJrKo3HzMY/xEXF9\nxkIRyiEsvS/92GI8qQ80HBcg3LNsP6KI+05fIBXNw7TjuA8t58ztzgbrAQqsr6lfGtNYN5WSsj+x\ntM6O0KmpNChL/G9f/yhFXRPsxLTPT0lbmtpeQTgy1AaGIvKZzumqSOil8rutUrTPgvGk9VoGw5KR\nqPPyIgacwE1tx9K+WFQO4fGcTE+WW5BgZCuGZ6morVPJtCT4OKWsTcN4WQbDko6mfnWKHY/3j/Xx\nY+i17cq7wQxGEtybdZmlOXG0mpkoYYbDKovMr65VE77VOXh1TWpYJZW5DCpuAtc/foz89BHQEH3q\ni6/j7L55eMcFBoDimTNMT7TRu0NxPQJJ+ZxGg6rVrqs3HEI9krtG6RZ0gMJaBhEzjQ9XmUth2nI4\nK4qETHVhleaLO3iJIekKvbe2a6ppQz+W9lnWVMRzmtouYGC6vB9oJou62ssrI8EhmFq5CHNb8RuS\nOck8jCfKUTqTacZwaIl2bHX3xUr1f+ODffJezU0iyqyG9RTJQp3a5b2K5ATw16++h/DJJtFGiq1J\nfSHpapKuJzMfOylenEuh1ZMiX9LRchd366hvic5B3pBAYLWiviHBSBnhGPixrLE2NCQ98RVN5izx\nkpUCo5WAWpLCcMVVcZd2BsTuGi7cBKYEI0V9s0A9dw5z4ELPL10+JP1vsxSv2xHK/MI85vzl6uZR\ntqkByS7LQqL2xM7Q3YAOBgmg+l2qVsNbWcIsdAmu7KL/n5uj3/it4IYDg1LKU0p9VSn1Kff1KaXU\nF5RSLyilfkUpFbrna+7rF93rd785S39jqP3OlzC9NrYWoLsdsRzLc8x4gm7tqxCVhcnq4tce+dnz\nFSVWh0FFdCrfq6NITHStxet15e6hFLpel/rDgf61GY3g6iat57blIplarJY6QDCRrUA5XUil8gSt\nS1LhzxpCfirrEurAKLH1pEpvPcVkSeGP5XvTjsIfu7urkotl717IGlRtT+WITkWoqW8bwpGlsSbE\nqqztMb5/jmAMZzORfXti86SwNNOCvBEwPhJKS7Mpa0z7IXkzIJhI67CoKedQLUEij6SIWARiCNNa\nFd5DEbnOQei6FVMR302bWrYroaJ5WX5GtCvbJYCkJ9L7eUMKi/Utg5dKRiZ0cWE56kxUuDvnDc3n\nNzFjGX+2eY63MF8ddxX44j7ttgnF1jb5pcuHzikzHu/Xm0wB1oiu45FlIS05mrwp7e3LQ5Xn6HYb\nb2Ge+N4lxidbUqO4jXg9GcNfAQ6qQfxd4B9aa+8DdoCfcM//BLBjrb0X+IfufXcerMU8/RyDdy/J\nnbssHjnTWv/IigzDuMJkxYm/1szD89CtZkV0AdeOimNUTdhuODYbSjnn4/6+UtTSovS3z10kHBms\nLxdJbVfUiZQF3J5c53IH9BxhyMtEFbm0q/NSea/Vkl2YwHU2PBxVWO7GXizFvZIanTfEocn6EpDy\nhlyEVkPS8zG+orZXoArkzh0opnMe4+OWofX5Whpzca1PMLQySh5KK9AqaRfmDcfP8PZJSXmk3ACT\nrNk4T0zriFjbD8uFk7YlkFnXgbBum2RcLW98RLZbzVWpVRShklrBxVzIU7ElGAolWhXCcShblyU7\nMhiLcY9dXTt0fKvJ0vk52V7GiSO2maoOZbNUZP/c1rHyoEAKlqpWI7+8iplOqzanzVK803fLOYZk\nDOahu5k+cpTa+W3qv3F7tg8HcUNCLUqp48C/Av4O8NeAHwA2gBVrba6U+jDwt6y136uU+l33+PNK\nKR+4Ciza1/hFN1uo5fUi/v4PUL86gafOXCeK8UpiLNfBVZ+9hXkpZrptSfl93sK8tKPSFN1uVSo9\nXqeDmbpORRRhlvokS00mKwFJT4qH1pO7eNqRgaG0q6r98vCkonlZPlYZKtLU9gzWk0KhP3HMSQ2U\n+gOh7OVxk4WqkDTeeGB9uWCCoa3YksmcorYtTETRahDDlnBoGZ6CE++7TJz7bHxlmWAkqX/7QsZ0\nwXcFU0s4NiQdryJuWS3q134sGY6Xydr9qag4pW0tg2WaqrOiHOFLFVTDZLU9y2TJZUyubqEMFKF8\nZsmcfGY6k7WXg1vlVGjZBu1cKGh/9ozMvTh5v0NiPaU6sxNT8R64F7u6JqpfSVJRl3WreSgweMtL\nlR9pGXBKfQZvcREVBpjFHtNjTZrPbpC/fO6Nnsqvidcj1HKjGcPPAX8DGfAFmAd2rbXlFXMJOOYe\nHwMuArjX99z7D0Ep9ZNKqS8ppb6U8epqOLcCrW+skc5Fr6zJx2F2mgrC6m5RSnqX9Yhic0tOHLeH\nLL+vvPPYJJEJvFLdt1aTbCPNoBaizq1Suzom2ilQucwR+FPJIKItI/tj5y9hPWhdkg5C3lAkXU3a\nk4KezmRboZ0HA+x3PtoXc4oIpksuGGjZZigLtR3hGBSRpNzKiFdDmc53LuTUN01VPKxfVbx8fonV\n1TmhaCc4xqJPtF04yTTF4IT4bqKcsY5ydGUjQaEIVNVync5pmbhsywi4bGfEf1NnVO1WL5afkXYk\neJSBrqiVxUrctky+P56XbYfVEnBK96rOxYL6Wrw/SJfn6EcfxIxG+3Uka9ELc/t1ovUtCfKdjjBn\nh8NKAVpkAd1xLx2krME/fqw6BwDxpzg2z+D+DrXfeuJNDwqvF980MCilvh9Yt9YeHPxWr/BWewOv\n7T9h7S9Ya99nrX1fQO0VvuXWIT97nvo3VjEffRz/1MlDr5UmLeDYbSWX3ZGaDhYpZTZCucGX3DEl\nF2XIZjQ69D7vvlPYOAbfR3c74uJ811FUluPFhmAM3ZdllsKPpVbgJa7a7pWDTm4keVfmGxa/KizO\naDsn2i1Enj6QC2JyRPbaSdcj2hbfCp1J5b/0rfBjCSheAs01kbhvXs1pXpUORNbS5DXJIMpCZ+PF\nkNYzIdG6ZChebMXY1hUZi5q0OL3MVjWSvCHZSd5wWwokSImmpKr4G15MVTzduS+ohsLKMyyPFHPP\nFfRezKVDYuVniLhNmT2I8W1tz5I3xd9SBtcUras5zQtjgpevYo2YHtuigJcv4LXb0n2465hoa5y/\nKMHcWtFUUM7VrC6sxXLATp88tt9ydDJ/WEt+6bIc9/k5sSs8dRwdZ7Q+8cdvwhn9xnEj05UfAf6M\nUurjQAR0kAyip5TyXVZwHFh1778EnAAuua1EF3gFF5g7C/nlVcKiYPihk9SXu3gvXMLsDaQFWauB\nsUJMcRJwZjIRx2xHqbZZum8QMh5XGpN2OJRWl5J83uv1ZCjr/CVUJMrT+UmRcldO2KN2dUTtQkZ6\nvIcJFDv3eXTOG5lnqCmUlTZfMZZugSqkwm/mNI2tgvqXz1Lce4y435Q7tYZoQy6w6aLGH0snAOTi\n8o2k23FPVwXLrCEXdNrWBGND78ubxKfmyBqa+laO8aWrkXQ9/MQSdzWt1Yzth0N0ImxGZaUmUdst\nJz5FPUkEX9z8Qleh2S+K1hxlOa8LgaqoSTHSS2T75GlZc9Z2gXJiSTu6okcrY+l+bYv17xDxHD+W\njESnUmwcL3kEY4uXGhpntiheeBnTbuMfXZGOgedBUcixnp8TzYQSpZVhnmEzK4Fiexd/eVGKkkWB\nubha1R5UrXZofFo3GuQPnKCo+0Rn1kSD4Q7FN80YrLU/a609bq29G/hR4PettX8O+APgR9zbfgz4\nDff4N93XuNd//7XqC3cS8qtr1D/5RVRSkN9/At1qVvJcKvBRQegk3nKpD7jM4WBGUVabbZ6LRXma\nVRVqr92WM7tU+AlCiq0d/DXpZ5tGiEpSyHJsPSRcG1HfSOmeNUwWteyNrcUq6TCkXarCIyCTiRND\n9tBdqKSQ3v7AoHJbXWReIjUFrAi+qEI4AJlTl85aZVHQVuPaOjXYZsTmu0LCkcGLDc3zI6KNmHBk\niLZSei9MidYm9J/LiHaNEI0yYRNOll2Q6ZZtQyEWKSuZg5fKFikYyWi0l0gQwUAw3Jdhsx5VAdEf\nWzpnU7zEUN8UsZvpgugobH54kWAiWUI8pxgfc6pLsWy96lsF3ae3UdNEJmU9LTeByUSCgttWXKss\nXrUfD/AOMAX5lauY0UhqDtl+hnmw3qCbTVSzQdoPqV3cvaODArwxPYafBn5ZKfW3ga8CpZf6vwB+\nUSn1IpIp/OgbW+Kth/3qNxj95x+iEZ2mdn4b5elDuno2SyleoR5RDAaHilbldJ133z2YC5eFIZmH\neP0uqtUUt+MsBWPEGHVvAM0G1GuoK1KXCKcJwdcGBB+9j7gvcmpFJBddtCV32qwlU4rKwng5ABUQ\njsRYJZgYkq6PzmUPHw4diSpzfX4g2nJUY5fCZy1xlZIxarGh236sy9yzGTUnSa9Sab3Vr7r+Zm5Q\nSUb98pBwEJF2A0zg0VwraGwosrpC1aG0rw+Hwjb0nd6Cl7ohKNeanRyzNC9KQMmbygW3/dbt3HMJ\nwW5M3q4xvKvGZEn4CNMleU99XX6PKEZL4It2DO3zU1RuyBZahKMpzPdQ0wS7s4tNQdWcPkciPAQV\nCKMVrWW7YK4pSDsDGZNm1xepD9SfdKfN5NGj1M8PRYXpDsfbUj7+ZkE//jB5u4bOCry9KVzdPHQX\nuO79rnJ9UPN//0XxFDAD2YuWba/qxAt8aWXFsbx24ISiKKAWkh2bY3BPvaJN61x68K1Vw3ROdCLL\nkWPKIqWTjPNjUXlSVi5G5bpy2mkjluPe4dBWHQ0TSiGvlDqL1hN0nONt7JJfurzfohsMqmq+t7wE\nnRaEAdlcg7zhMV4JZIgJULl1nQHldBek9To85rmuiXIy+dC4IgVYq5303J7MYTSvZATDlGSuRtIX\nOblS3KYkOHmxbI+a67kQpS6N8TZ2saMRqt+T4JblUBjwPczVddHqcFyE0g2q4pxoTyQA42Tf18Gx\nIV/xeDuoWo3i/Q/h78aYp597/SfhTcQ7Xj7+ZsE8+QwaSD7+flQ3JOg3UJ97jcCwOI8aRVKA9MV4\nxGYppd05gO73ZFQ7zbDpBO/oMmZja1/6y1qKOME/eRzSzI36ygi3H/j0BwlFN2J4MqocsotAUdRl\nHgEF0wVFOIT+c1PGRx0TL5AiZblVMKEU+vyxlelLVxTUmfwfDqHwFP7QEA5ygt0YPZii4hQCH//4\nMWwUokYTvHpEsb4hwWF3D50kqF4X1avjxwUmDAhGktZ7RqqEyohoij+VMWo/lu1D1hYRl3JQShXQ\nvGqk6LlnqF+dorKCvQc7hMOCrFEGHPkbrZOLrw0s4aDAnxTUXriK2d2jSBJpIa5eFXewWihqStMY\nHdUqSns1En0gK8AU4vNQCrSU0vAZh4OCe6+OIvTyIvlyj7wV3BJxlZuJWWC4ATS+fJ7k0ROkvZDG\n/aelIGXtoTuFt7hIfv5i5SgEMjbrLS85uXmDGQyFKu162jKtKT+H6VQGcrod/Lk+djBEBQF6cQFb\nC1BJhl3fQoUBwahJb9RkdE8HEyiStrTvyhmLcCituulySG03x3o+lK+NnChL4IxetPyPlfmBvO50\nJnNL67IhGObo1OBd3hTdzHpdpOw6HeiskJ1aQecGfWQBNZqitnYl8G3t4O8NsXet0NgISFua7lkp\nhhhfFKzLQShdiDBrfU0mSctCZTiQoKUMNNZz6lfGmMgnb0ZM5zSTJU1j3RD3FMGESuQ2GBT4oxT/\nwrrTT5yC5+HddVxS+4fvRZ1blQ7DNK6mKA/qMnq97v72sRR3Pai4pL0DvhH7x1P5vmg8PnSa3Xtb\nNK4khL/zxJt7gr4JmAWGG0Cxto6/to4PDH/4g9QXWugvysSbqtWkYLWxIdOZSmFHYyHJuDtouc88\nqB5lC4MKg8oJy1qLv7yIHU8oNjbRrSZmMJTZ/9MnpR6R59KpsxaV5rSf28bWArCWdKHhiE0eakeE\nR3RmyZse3WeHeNsD0rsWAMjavgSUrldJyte3ZU4BC+FuijfN0KME89I5bJ5T7p61UvivuwNnAAAR\n4ElEQVQry2T3rDA+XnedCRGVzWsd6htzRGc3MeubFLu76CShPVjEtOuoJCc53iXpiUmMn4gmgwQm\njZ9Yko6mNjDUN2VASlloPHkBoho2DPDSHP/SmG79KHlDE/c1jQ1DfTMlPL8l49JKoQYjbKeFyguY\n68nX2zsQhHDpCsYaJ80XYLNCsgTnBVHs7FDs7u1vDR0v4RDPpRy/TxLHaVGoE0fJFlukvRCdGVq/\nevNMZm81ZjWGbwHmo4/jxbn4Vl5ax47H4gmgdKUiDRyaqKwYb52OCLZcq/d3Dbx+n2JvgH/iKPmF\nSyhP/DBUqymBxo1543vYpjhuZYtNvEGKdW5XWItKCop2DR3nKGshN+S9CJ0bUW9eqlPbnAqduCkX\ngL8+QE3iynMTqPQyVRhgjy8zeKBLVlfMf3kH8/RzFH/ivUwXQ9Kmon05I7o8FA0Bd355C/Ooep38\nSB/ra/KWuHCnXZ9gWDhykhaxlsziTwzBIMUbJei9MTYMSE70CbcmqDSXGZdNF3TDAOIEawzFxhbe\n4jwYkdnj1DHUlS3M7l6lllRK/B9sJcI1WcJrHRvXkQLQ83OoqEZ2dI7pSkTWUMx9+vnXrEXdLsxq\nDG8y9B8+iWo2ib/jYfzWcfy9Ker5swCSMZSBwQ1RFXsDeR4p1KlaDa/TOSQdfgil2o812L2BTPPV\naqIiBZDlYpmeZZjNLby5PrbXJnjuMqrZkHZnuyGFNU/jDRPhSFgLWhNsT0QB2Vr8uMDbGmIDH/Xk\nMxIA2i1Jv6u+vTNUuf802XKHZD4gGBa0PvFERYX1/uArtID4Bz5A2vFIuj16e0fJV69K23Z3D10Y\nvO1AZkfSCKsV4U4ifhu+IlrPsL5GFRaMoagH6J0RZBkEPrUrA1jfQrWaqMG4cpjWnbYEh1YDX2sI\nA2xUQ20WFF9/XmYWwkAyhHod1WpSXL5S3enLTO5GHZ1smgopba5HttxBpwXJQo328zsUz5y56XZx\ntwOzjOEmQD/+MKNTbWo7GeHGmOIbz0vxaX6O/LLwvqpA4FysKhGQA+1Nb37OFcNE1l63W5WVum42\nKsptpe9gha1XDIfVz9SNhmQv1lYpsO60UEEgk6PdjnQU3N2xIuMcaMGV3H+0Qtdl26MX5th934rc\n0VP7mmmy/cjjDE9G1Ddzope3YG+Ecd4KZfdC1WpS+Q9DyYQaDZSnsZMpar6PDcX2PV1uozODtxej\nklTEbQpXE2hEYAzsDiRQDoeoXhe7N5Sgmu2b/pQwk4l8RnGCOuBWbY2tsr3SlLbY2au6DsrzxMKw\n3SJf7qKygnS+Tu3qCPO129ttuFG8492ubwf8Y0cZvv84OrEUdU37G1twZb3KCnQUYdIMf2lBPBAP\n9rhde8wWhynWByvc5dajLI4d6plr7/AWBpz2g8brdl4xrS0DwUGLdkxR6UWgtRjaHl/GRD7JfI28\nrvFie0PiIfbb3028VMObGqIrI9SVLfEL5UCQPDBcVH1GB9uDUU22L54Wk6AsE0FVrffNfhoN6fQM\nR4c+a0Acmw4Qzg6Sz65tL5b1oXKAysYJutOSSdu77yJf6TFdjihqmsmCpns2o/bbb62i4mwrcRuQ\nX16lfnkV/+QJRo8dIT3SQS+08DdHqDgRX8wg2/clOHBi2iyXybwDqWzVJ4f9QuY1JJrq55gC78QJ\n4fM76FYLm6ZVUPDm5ypb9lIhu7xrV4HFgHZejOrBeylaIfFCRLibUoSa9nN7N9yLV597CvvDHyTp\n+eTNLu3c4DciitU1N1HalDH1kh8wncoFH4SowAdjMLHoXRRDN+14IDgaIxmRmUyqDKmEiUUkR1mL\nKqdZnfGPbjWhKLAH1Jh1JNRl/fD96JcviAJTs4lqNTGPniRRCn8khcfuU5u0nn/xxk6KtzBmgeFD\nj6GS4qbp6uXnLxK5C9RbmGfvu+6jtp0RLwTUdgt0aojObpKfvyQX9MI8eB7FxpZrX7qW3oHipG42\nMdNYtgsHCDUlO0+HgQSFcnsxPydEHOe0jLVSd7C2CjbVGLHjWOhWk+K+40wXI/K6rtyejA/Rp56k\nwf5o7Y2i8euy3Rj/yAfZefcc0XZOPQyEaTgQly9bFHKnznOssZSmK7rZBBNjYvFxtOn+9qlM9ytN\ni4UFcFlANblqxX/UlupIfoDutsXOvtXEKwzF7q7MruzuCi9jbRN18jhmpU3uaYZ3hTTWcsJBhv3S\n09S/xOuuH+h2m+zb7sP77Fde53feXsy2EgegghDz/ocIruzedAWdyQ9/UGzU7vfpn8lRBmqbiRQu\nB2Nh321syd3M3c3NNBa25GgsfoVb2zL2XY8qW3WgSsmr+oODtzCP2RtWYiIqqknBcm8oWgCTiUjj\nhwGmU2d4d4M80nRfmhBc3j6UgbxR6EcfJF1uEs/5NK6mBJsjKSRGETbNXFvXSHCwRrZBnVZlNGxz\nmU8pXHv3IOOw5A+USt6qUSe/soZ/8jhmfVMyEKVFpn06hfk+7MlkZNFvg6dIezXSri8eoiOD1YrG\nr31r7Ubz0cdJ5sM7QnDlIGY1hjcB/onjDN5/TCi550Y3JcMoPvZeRsdDAqeWPJ1TdC7m1LYSirov\npKPtCXowkRM8DMD3sUmKGQ5FbbgUgOn3pDJfHs80k+zD8zBzbYp2JDZ6WUHWK1mTht3TNUwgeou3\nou/unzrJ6JFlrCfu3M2rIsa69MSAdL4u9OWXt1FpRnFlDX3yOHhauhCTKSzNo9IM06wLpdlabKOG\nygrxgug2xc/CQtoX1udkySdw7txFqAgmht3TPu2LBf7UoFND7Qtn9oVZbgDFx97L1iMRnQs50b+/\nswLAq2EWGG4RVBCiHriHjQ/3yZqK/pmM2qe/tYKU98C9mE6drB0yPCFeE15mqwtYFUI8sr5G5QY8\nRdbwqV8cYgOPZKmOcYrRyliCUU7SD0QO3kDc98iaQiYKx4asrp1asqHxmaev6+nfCiTf934ZGe95\nlSL06KhHa7UQ+XgPpwupCfcKikjjJYa8IWv3J+KFUSo/T+c1vRdTxkcCgqmMgtd3CvKaJtrJKWry\n/dHZbdRockjk9dXgnzzB5MFlJssBrUsp0Qt39rj0a2EWGG4zdLtN/u7TTI5GJB3F8n+4XMnMvx54\nC/PY48tYT5F3ahhPUUSeEJUQoVYvNWJo6ykyZ8Y6XtZ0z+VOIk1Gr0dHPdoXc8K9nHBD0vFbZXd2\nI/Aevh9TC8j6EdHZTYq5FqqwmMiniHxUISPcAGnPJ9zL8XcT4pUGta1YuBBaEawPhYU4nFwn1vpa\nvztbbDI4GRHPKRGy2cjfcl2Hb4ZZYHir4EOPkczVyJqazcc00bZCOwn31mpB++vrcme7unbLlqTe\n9yjDU01a5ycygfj5p173z/AWFxl85z2iAHX25my7Xg0HNRSLUyvoScbgoS5ZQzM4DVhF1jH0n5aZ\njIVPPnPDRKa3G2aB4W0Gr9dFdTukdy0wOVIjbYqJyvCEpnHVEs+LboEyMpkYL6j9sepcBF1qW2Ju\n6zsNhtp2jj/J4I+/dhv/Mum45O+5D1PzyNoek0WP+pZBp5bpvOfUnpRI4xtbidKEQ+nw6LRAfe71\nB693ImY8hrcZit092N1Dn79I68Dzndu2opsHMx6j//BJNHIy1g+8Ft2mNc3wDnWimmGGGV4bs8Aw\nwwwzXIdZYJhhhhmuwywwzDDDDNdhFhhmmGGG6zALDDPMMMN1mAWGGWaY4TrMAsMMM8xwHWaBYYYZ\nZrgOs8AwwwwzXIdZYJhhhhmuwywwzDDDDNdhFhhmmGGG6zALDDPMMMN1mAWGGWaY4TrMAsMMM8xw\nHWaBYYYZZrgOs8AwwwwzXIcbknZTSp0DhogRT26tfZ9Sag74FeBu4Bzwn1lrd5SYBf4j4OPABPhx\na+1by4ZnhleFf2RFDGCOH0FlOYNH52msxug0Z3qkyXTeo/+vPn+7lznDG8Tr0Xz8E9bazQNf/wzw\nGWvt/6iU+hn39U8Dfxq4z/37IPDz7v8Z3oJY/0vfziP/xTNsJw1e/v9OcvJvfVGMaJ3SctP5OFqg\n0Wjww0+scvG/maMfTPgPP/0dbzsJ9ncK3ogY7A8CH3OP/xXwWSQw/CDwr63IT/+xUqqnlDpirb3y\nRhY6w+3B0v/8OZ5NP0z/TMLdewOseXX3RjOZ8NuP9ABD9j0fZfeBgF84+wRPxifZK+q0dcx/3bsx\nr4cSf3/7NL/0z76XJ37mn/DIL/4lTv3MLBu5FbjRwGCB/1spZYF/Zq39BWC5vNittVeUUkvuvceA\ng6aHl9xzhwKDUuongZ8EiGh863/BDG86vvy3fv7Q1xOT8sjv/hSd+THfcexlXnh/ct33/P7/8c/5\nE9/4QWIb8JPd1W/5d/9I+ymu/niXQHk8/tEzDN/9EOapZ7/lnzfDjeFGA8NHrLWr7uL/PaXUa3mh\nq1d47jrzChdcfgHEV+IG1zHDHYCGDjn7p//5/hOr8P/G8IXJaf7Nix8g/0KfR/7Jt3PXb23zt1s/\nxu59DZprOXlDk9cU0U7BeNkXCz5PEc8plAXrnOn9iSVrymnkJVDU4Hv/gQG23L8Z3mzcUGCw1q66\n/9eVUr8OfABYK7cISqkjwLp7+yXgxIFvPw5867eMGW47vvfo4zf83hX27+YGuUv0Pydfhwfed/Dx\nDHcevmm7UinVVEq1y8fA9wBPA78J/Jh7248Bv+Ee/ybw55XgQ8DerL4wwwxvLdxIxrAM/Lp0IfGB\nf2ut/R2l1BPAJ5RSPwFcAP5T9/5PI63KF5F25V+46aueYYYZ3lTcEd6VSqkhcOdYL782FoDNb/qu\n24+3yjrhrbPWt8o64ZXXetJau3gj33yneFc+f6Nmm7cbSqkvvRXW+lZZJ7x11vpWWSe88bXOKNEz\nzDDDdZgFhhlmmOE63CmB4Rdu9wJeB94qa32rrBPeOmt9q6wT3uBa74ji4wwzzHBn4U7JGGaYYYY7\nCLc9MCil/pRS6nml1ItuSvN2ruV/V0qtK6WePvDcnFLq95RSL7j/++55pZT6x27dX1NKvfcWr/WE\nUuoPlFLPKqW+oZT6K3fiepVSkVLqi0qpp9w6/wf3/Cml1BfcOn9FKRW652vu6xfd63ffinUeWK+n\nlPqqUupTd/g6zymlvq6UelIp9SX33M079tba2/YP8ICXgHsQluxTwMO3cT3/EfBe4OkDz/094Gfc\n458B/q57/HHgtxHW74eAL9zitR4B3uset4EzwMN32nrd72u5xwHwBff7PwH8qHv+nwJ/0T3+KeCf\nusc/CvzKLf5c/xrwb4FPua/v1HWeAxauee6mHftb9oe8yh/3YeB3D3z9s8DP3uY13X1NYHgeOOIe\nH0E4FwD/DPizr/S+27Tu3wD+5J28XqABfAXR59gE/GvPA+B3gQ+7x757n7pF6zsOfAb4LuBT7kK6\n49bpfucrBYabduxv91bi1Ua07yQcGi8Hvtl4+S2HS2Pfg9yN77j1uvT8SWTQ7veQLHHXWpu/wlqq\ndbrX94D5W7FO4OeAv4HMf+F+7524TtiXQviykzCAm3jsbzfz8YZGtO9Q3BFrV0q1gP8L+KvW2oGb\naXnFt77Cc7dkvdbaAnhcKdUDfh146DXWclvWqZT6fmDdWvtlpdTHbmAtt/v433QphIO43RnDW2FE\ne82NlXOnjZcrpQIkKPyStfbX3NN37HqttbuI0teHgJ5SqrwxHVxLtU73ehfYvgXL+wjwZ5Tom/4y\nsp34uTtwncBhKQQk2FZSCG5Nb+jY3+7A8ARwn6v8hkgR5zdv85quxR05Xq4kNfgXwLPW2n9wp65X\nKbXoMgWUUnXgPwaeBf4A+JFXWWe5/h8Bft+6jfGbCWvtz1prj1tr70bOw9+31v65O22dcIukEG5l\n8elViigfRyrqLwH/3W1ey79DJOgyJMr+BLJv/Azwgvt/zr1XAf+LW/fXgffd4rV+FEkHvwY86f59\n/E5bL/AY8FW3zqeBv+mevwf4IjKe/6tAzT0fua9fdK/fcxvOg4+x35W449bp1vSU+/eN8rq5mcd+\nxnycYYYZrsPt3krMMMMMdyBmgWGGGWa4DrPAMMMMM1yHWWCYYYYZrsMsMMwwwwzXYRYYZphhhusw\nCwwzzDDDdZgFhhlmmOE6/P8V4jgfj+eFkAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(images[50])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "143.0"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgs_equalized[50][195][160]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "255"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(livers[0][0][0])\n",
    "livers[50][195][160]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "del livers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  0,   0,   0, ..., 511, 511, 511], dtype=int64),\n",
       " array([  0,   1,   2, ..., 509, 510, 511], dtype=int64))"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(imgs_equalized[50])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x29004117630>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nnJzfpOoNWe1XMEagjaA1DHA/WUUlULk+wlttYrp9RBTQPzPLcNJh53GDMz/A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x1k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\nDAkJCZv4/8SyTt0zgGS1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(imgs_equalized[50])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x29008ad02b0>"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nnJzfpOoNWe1XMEagjaA1DHA/WUUlULk+wlttYrp9RBTQPzPLcNJh53GDMz/A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x1k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\nDAkJCZv4/8SyTt0zgGS1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgs_equalized /= 255\n",
    "plt.imshow(imgs_equalized[50])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5607843137254902"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgs_equalized[50][195][160]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "imgs_equalized (129, 512, 512)\n",
      "full_images (129, 512, 512, 1)\n"
     ]
    }
   ],
   "source": [
    "print('imgs_equalized',imgs_equalized.shape)\n",
    "full_images = []\n",
    "full_images.append(imgs_equalized)\n",
    "\n",
    "full_images = np.vstack(full_images)\n",
    "full_images = np.expand_dims(full_images,axis=-1)\n",
    "print('full_images',full_images.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed=1\n",
    "image_datagen = ImageDataGenerator()\n",
    "image_datagen.fit(full_images, augment=True, seed=seed)\n",
    "image_generator = image_datagen.flow(full_images,seed=seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(65, 512, 512, 1)\n"
     ]
    }
   ],
   "source": [
    "x = []\n",
    "i = 0\n",
    "\n",
    "x.append(image_generator.next())\n",
    "x.append(image_generator.next())\n",
    "x.append(image_generator.next())\n",
    "\n",
    "x = np.vstack(x)\n",
    "print(x.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tensorflow-gpu",
   "language": "python",
   "name": "tensorflow-gpu"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
